{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean_cut_null(x):\n",
    "    x = x[x!=-1]\n",
    "    return x.mean()\n",
    "\n",
    "\n",
    "def err_cut_null(x):\n",
    "    x = x[x!=-1]\n",
    "\n",
    "    if x.size<=1: return 0.01\n",
    "\n",
    "    return np.sqrt(x.var()/x.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel(\"./data/annotated_data.xlsx\")\n",
    "\n",
    "dy=4\n",
    "years_binned = np.array((range(2000, 2020, dy)))\n",
    "years_labels = ['{0}-{1}'.format(y,y+dy) for y in years_binned]\n",
    "find_closest = lambda y: years_binned[np.abs(y-years_binned).argmin()]\n",
    "\n",
    "def find_bin(y):\n",
    "    for i in range(len(years_binned)):\n",
    "        if y<years_binned[i]: break\n",
    "    return years_binned[i-1]\n",
    "\n",
    "df[\"year_bin\"] = [find_closest(year) for year in df.year]\n",
    "\n",
    "df = df[~df.party.isna()].copy()\n",
    "\n",
    "sentiments = ['hate against out-groups', 'anger', 'joy and pride', 'fear and insecurity','indignation']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__from the PopuList__\n",
    "\n",
    "- PdL:1\n",
    "- LN:1\n",
    "- M5S:1\n",
    "- SEL:0\n",
    "- FdI:1\n",
    "- RC:0\n",
    "- PdCI:0\n",
    "- MSFT:0\n",
    "- PRC:0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pop_party_manual = {\n",
    "    'Ulivo':False,\n",
    "    'Forza Italia':False,\n",
    "    'Rifondazione Comunista':False,\n",
    "    'La Rosa nel Pugno':False,\n",
    "    'UDC':False,\n",
    "    'PdL':True,\n",
    "    'PD':False,\n",
    "    'Fiamma Tricolore':False,\n",
    "    'Movimento per le Autonomie':False,\n",
    "    'Lega Nord':True, \n",
    "    'Italia dei Valori':False,\n",
    "    'La Destra':False, \n",
    "    'Partito Socialista':False, \n",
    "    'M5S':True, \n",
    "    'SEL':False,\n",
    "    'FL':False,\n",
    "    'Centro Democratico':False,\n",
    "    'Megafono':False,\n",
    "    'Fratelli dâ\\x80\\x99Italia':True,\n",
    "    'Scelta Civica':False, \n",
    "    'Moderati':False,\n",
    "    'Amnistia Giustizia e LibertÃ\\xa0':False, \n",
    "    'Rivoluzione Civile':False,\n",
    "    'Basta Tasse':False,\n",
    "    'PiÃ¹ Europa':False,\n",
    "    'Centristi per lÃ¢Â\\x80Â\\x99Europa':False,\n",
    "    'Civica Popolare':False,\n",
    "    'Casapound':False,\n",
    "    'PaP':True,\n",
    "    'LeU':False,\n",
    "    'PdF':False,\n",
    "    'Italia agli Italiani':False,\n",
    "    'Partito Valore Umano':False,\n",
    "    'Partito Comunista':False,\n",
    "    'ALA':False,\n",
    "    'Insieme':False,\n",
    "    'Lista Lavoro e LibertÃ\\xa0':False,\n",
    "    'European Democracy':False,\n",
    "    \"Autonomia progresso federalismo val d'aosta\":False,\n",
    "    'Casa delle LibertÃ\\xa0':False, \n",
    "    'Casa delle libertÃ\\xa0':False,\n",
    "    \"Centristi per lâ\\x80\\x99Europa\":False,\n",
    "    \"Centristi per l'Europa\":False,\n",
    "    'Unione':False,\n",
    "    'Alleanza Nazionale':False,\n",
    "    'DS':False,\n",
    "    'PATT':False,\n",
    "    'PCI':False,\n",
    "    'TeP':False,\n",
    "    'Fratelli dÃ¢Â\\x80Â\\x99Italia':True,\n",
    "    'Amnistia Giustizia e LibertÃ\\x83Â\\xa0':False,\n",
    "    'PiÃ\\x83Â¹ Europa':False,\n",
    "    'Lista Lavoro e LibertÃ\\x83Â\\xa0':False,\n",
    "    'Casa delle LibertÃ\\x83Â\\xa0':False,\n",
    "    'Casa delle libertÃ\\x83Â\\xa0':False\n",
    "}\n",
    "\n",
    "df['populist_party_real'] = [pop_party_manual[party] for party in df.party]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def final_sentimet(row):\n",
    "    sents = row[sentiments].values\n",
    "    return sents.sum()/len(sentiments)\n",
    "\n",
    "df[\"aggregated_sentiment\"] = df.apply(final_sentimet, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 1a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_aggr = df.groupby([\"populist_party_real\",\"year_bin\"]).agg({\"aggregated_sentiment\":[mean_cut_null,err_cut_null]})\n",
    "\n",
    "\n",
    "sns.set_context(\"notebook\",font_scale=1.3)\n",
    "colors = sns.color_palette(\"tab10\")\n",
    "labels = [\"Non Pop.\", \"Pop.\"]\n",
    "\n",
    "####################\n",
    "fig, axs = plt.subplots(figsize=(8,3), ncols=1, nrows=1)\n",
    "\n",
    "ax = axs\n",
    "\n",
    "sent = 'aggregated_sentiment'\n",
    "i = 0\n",
    "years = df_aggr[sent][\"mean_cut_null\"][i].keys()\n",
    "means = df_aggr[sent][\"mean_cut_null\"][i].values\n",
    "errs = df_aggr[sent][\"err_cut_null\"][i].values\n",
    "ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i])\n",
    "\n",
    "ax.plot(years.astype(int), means,'o')\n",
    "\n",
    "\n",
    "i = 1\n",
    "years = df_aggr[sent][\"mean_cut_null\"][i].keys()\n",
    "means = df_aggr[sent][\"mean_cut_null\"][i].values\n",
    "errs = df_aggr[sent][\"err_cut_null\"][i].values\n",
    "ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i])\n",
    "\n",
    "ax.plot(years.astype(int), means,'o')\n",
    "\n",
    "\n",
    "ax.set_xticks(range(2000,2020,4))\n",
    "ax.set_xticklabels(years_labels)\n",
    "ax.set_ylabel(\"score\")\n",
    "ax.set_xlabel(\"year\")\n",
    "ax.legend()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"./figures/figures_1a.jpg\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 1b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year_bin\n",
       "2008    0.076129\n",
       "2012    0.069593\n",
       "2016    0.121873\n",
       "Name: mean_cut_null, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aggr[sent][\"mean_cut_null\"][i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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URWmoclLB2VPrTsm7ABmntHVMgttpa52oAaRKHaACEUVRlIakKFdLIJa8XwtEmg+F8G4Q2Fb70as/+0rdon4jFUVRGgKTUVslNu2ElhzMM1gLQgLNs6GuJQBRXTJKDVKBiKIoSn0kJWQnaqnTw7pqOT10DuaVXttfWhBOUeo4FYgoiqLUJ/mZWsKxlIOQl67Ncglqr/3b9g57105RqkwFIjVAJTRTFKVGJO2Hwyu0//s00dZ6CWhlPeVWUeoZFYgoip0MHDiQVq1a8fHHH9u7KkpdZDJB5mmt5SOgFfg314KPqH4Q1A5cfexdQ0WxCbXWTD03ZswYhBC8/PLLVtvj4+MRQrBt27Yar0NkZCRCCIQQuLi40KpVK+bMmYPJZKrxc5e1adMmbrzxRgICAnBxcSEiIoJ77rmH06dP13pdFKVactPgxJ+w7UPY918t70dhtrbP1Qcib1BBiNKgqECkAXBxcWHevHmcPVvBAlW14JVXXiEpKYm4uDiefPJJJk2axNtvv12rdYiLi2Po0KG0aNGCtWvXEhcXxxdffEFkZCTZ2dm1WhdFqRKjQftXSjj4Pzi7AzwCtTEfff5PG4yqKA2UCkQagP79+9O6dWteffXVK5aLjY1l2LBhuLu74+3tzb333ktiYqJl/9SpU2nVqhU//vgjLVu2xMPDg0GDBnHq1Kmr1sHDw4Pg4GCioqJ45plnGDx4MD/++CMAWVlZjB07Fn9/f1xcXOjbty9bt261PHf9+vUIIVixYgXdunXDxcWF9u3bs379+iq9D6tXr8bb25sPPviAjh07EhUVRUxMDG+99Rbt27cHLrUUfffdd8TExODq6kqzZs344YcfrI6VlJTEqFGj8PPzw9vbm5iYGHbv3m1VZseOHQwePBh3d3eCg4MZNWoUqampVmW+++47OnfujIuLC/7+/tx6660UFBRY9kspmTZtGkFBQfj5+TF27Fjy8vKs9r/77rs0b97c0tr0/vvvW2WiXbBgAS1btrScY+jQoeTm5lbpvVPswGSE80fh4FKt9cNo0BKMtRoBvcdrGU0DW2trwShKA6YCkQZACMFbb73FN998w969e8stk5eXx7Bhw9DpdGzevJlVq1Zx8uRJ7rzzTqsPtYSEBBYuXMjixYvZtGkTGRkZPP7441Wuk6urK8XFWlroRx55hA0bNvD999+za9cumjVrxrBhw0hJSbF6znPPPcf06dPZvXs33bp1Y8SIEZd9sF9JSEgIaWlprF69+qplJ06cyOOPP87evXu57777eOCBBzhw4AAA+fn5xMTEYDQaWbNmDTt37qR79+4MGjSI5ORkAA4ePMigQYMYNGgQu3fvZuXKlVy4cIHbb7/d8n4uWrSIMWPGcP/997N3717WrVtH//79rbqsvv/+ey5evMhff/3Ft99+y9KlS3n33Xct+6dMmcL8+fN55513iIuLY9asWcyYMcMyruTvv/9m/PjxTJ48mSNHjvDHH39w2223qZT5dVleOhxbA1vma0FIVgIEtQGTOY26dxg4e9i3jopSm6SUDf4HiATkqVOnZEViY2Mv27Zk55nLfvaeyZBSSllkMJa7/+C5TLlk5xn5zdb4cvcfTsqWUkqZlV9U7v6qGj16tBw2bJiUUsoRI0bIwYMHSymlPHXqlATk1q1bpZRSLly4UHp4eMiMjAzLcw8fPiwBuXbtWimllFOmTJEODg7ywoULljLffPONdHBwkAaDocI6REREyFmzZkkppTQajfLXX3+VTk5O8qWXXpJHjx6VgFyzZo2lfFFRkWzSpIl89dVXpZRS/vnnnxKQX3zxhVWZsLAwOWPGjEq/F0ajUY4bN04KIaSfn5+86aab5JtvvinPnLn0vpa8L1OnTrV6bvfu3eXYsWOllFJ+9tlnMiIi4rLX3KZNGzlnzhwppZQPP/ywHDVqlNX+1NRUCcgdO3ZIKaUMDw+Xzz77bIX1HTBggOzcubPVtnHjxsmBAwdKKaXMzc2Vrq6ulutTYs6cObJNmzZSSimXLl0qvby8ZHZ29pXfnKso7/dfsaGCbCnzM7X/Z56Vcv0cKQ/+KOX5Y1IaK763FMXeSv5mApGyhj6jVYtIAzJnzhzWr1/Pb7/9dtm+2NhY2rVrh4+Pj2Vby5YtCQoKIjY21rKtcePG+Pn5WR6HhoZiMBhIS0u74rmnTJmCh4cHLi4u3HXXXYwePZqpU6cSFxeHEIIbbrjBUtbR0ZHevXtbnRegd+/eVmW6d+9+WZkr0el0LFy4kMTERObPn0/r1q1ZsGABrVu3vqybp/S5APr27Ws5199//01CQgLe3t54eHhYfo4cOcLx48ctZZYsWWK1PyoqCoDjx4+TmppKQkICQ4cOvWKdO3XqZPU4NDTU0lJ06NAh8vPzue2226zO89prr1nqMXToUCIjI4mKimLkyJF8/vnnZGVlVfo9U2qQsVjL97Hvv7D1P3Da3B3pFaaN+2h7J/hHa4nIFOU6pqbvXsGV8oA46nUV7o9NzMbJoeL9AF4ujjbPM9K6dWvGjRvHiy++yPLly6t1DCcn63wEwrwo1tVmwDz11FM88cQTuLq6EhISgk5nvxg3ODiYBx98kAcffJA333yTzp07M23aNAYOHFip55tMJtq1a8f//ve/y/Z5eXlZyowZM4aJEydeViYoKIj8/PxKnau897vkvS75d9myZTRt2rTc53t6erJr1y42btzImjVrmDt3Lv/+97/Ztm0bkZGRlaqDUgOOr4WkfWAoAhdviOijTbkFbRyIo4t966codYhqEWlgpk2bxunTp/n000+ttrdp04aDBw+SmZlp2XbkyBFSUlJo27btNZ/Xz8+P6OhowsLCrIKQNm3aIKVk06ZNlm3FxcVs3br1svOWnmpcXFzMzp07ad269TXVy8nJiaZNm1421qTstOYtW7ZYztW1a1dOnjyJr68v0dHRVj+BgYGWMgcPHrxsf3R0NJ6engQGBhIWFsaaNWuqXfe2bdvi4uJCfHx8uecp4eDgQExMDG+88Qb79u3DZDKxbNmyap9XqYa8dDizXZv1AiB0Wu6PTiOh1z8hqj+4NbJvHRWljlKBSAMTFBTEiy++yLx586y2P/TQQ/j4+DBy5Ej27dvHtm3bGDlyJD169CAmJqbG6hMdHc1dd93Fk08+yR9//EFsbCxjx44lIyOD8ePHW5V94403WLlypWUKcNmBsq1ateKDDz6o8FwLFizgiSeeYPXq1Rw/fpy4uDhmz57NypUrufPOO63KfvLJJ3z//fccPXqUV155hb///punn34a0N6r8PBwbr31VtatW0d8fDxbt25lypQpbNy4EYB///vf7Nu3j0ceeYRdu3Zx8uRJ1qxZw2OPPcbFixcBmDx5Mh988AGzZ8/m8OHDHDx4kHfeecdqVsyVeHh4MGnSJF588UUWLFjAsWPHOHDgAF9++SWzZs0CYPny5bz33nvs2bOHM2fO8P3335ORkWEJqnbs2EGrVq3YsWNHpc6pVEFxASTugd1fw/YFcPJPyL2g7Ws2CFrdAr4RWguIoigVUoFIA/T888/TqJH1ty9XV1dWr16N0Wikd+/e3HjjjTRt2pRly5ZZul9qymeffcaAAQO499576dKlCydOnGD16tUEBQVZlZs7dy6vvPIKnTp1Yvv27fzyyy9WZY4cOcKFCxcqPE+PHj0oLCxk/PjxdOjQgT59+rBkyRLmzZvH9OnTrcrOnj2bDz/8kA4dOrB48WK+++47OnToAGjv1V9//UW7du0YNWoULVu25P777+fo0aOEhoYCWmvFpk2bOH/+PIMGDaJdu3b83//9H66urjg7OwPw+OOPs3DhQr755hs6duxITEwMGzZsqFK31ZQpU5g9ezYffPAB7dq1Y+DAgSxatMgyHsXX15effvqJIUOG0LJlS15//XXef/99brrpJkCbLXXkyJFKBz9KJWWd02a9HFkFhgJoOhB6/UstNKco1SDkdTDNTwgRCZw6depUhf3mcXFx19wNUEKtNVM169evJyYmhqSkJIKDg2v0XPHx8URFRbF161Z69epVo+eqT2z5+98g5aRC8n5w8YXwrlrOj1PrIbANeIaoVg+lwSr5mwlESSnja+IcarCqoihKeQpzIDUWkg9ogYhOD6GdtX16B4geYt/6KUoDoQKRGqBaQhSlnjIZL02nPbpKW+fFMxia36hlOXVys2/9FKUBUoGIYncDBw6stUygkZGRKuuoYk1KyD4HyQfhfBx0HQOuvtpMl6YDwd3f3jVUlAZNBSKKolyfivPh3G5IOahNv9U7gH/LS1NwPQLtWz9FuU6oQERRlOuHoRCKcrWcHtIEpzdrmU6b9IaAluDgbO8aKkq11deJElUORIQQ3kB3wA9YLaXMFEIIqdq7FUWpi0wmyIzXul4uHNFmuXQeBU7u0HuCGvehKHZWpUBECPEG8AzggrYITndgN7BaCPGXlHKmzWuoKErDtudb7d/OD9n+2Od2w+ktUHhRa+0Iag/B7S7tV0GI0kD8tOccr/8WR2ZeMfPWHmPisJbc0TnM3tWqlEoHIkKIfwPPAjOANcD2Urt/BkYBKhBRFMV+ivIgNQ6C2prXc5HgEQTRg8GvuTYORFEamJ/2nOPfPx4gv9gIwLnMfP794wGAehGMVOWufByYJqV8UwhRdrnI40B0Oc+5PtXkNzxFUayZjJB2AlIOaP+ajFpLR2BrCOuq/ShKA5GWU0hmfjF5hUZyiwzkFRmY8WusJQgpkV9sZO7qIw0uEAkFKlqwohhwv/bqKErVRUZG8uSTTzJp0iQAkpKSGDNmDJs3byY3N5eMjAx8fHzsW0mlZhTlwY5PtBkwTu4Q1kXrfvEMuvpzFcXOpJQUGkzkFxnxdddW4j5xPofEzHxyC43kFRnILTQghGBUrwgANh2/wMnzuZZjuDjqScstKvf4iZmVWwXc3qoSiJwBugB/lLOvK1qriFLLxowZw5dffgmAXq8nLCyMm2++mddffx0/P79arUtkZCSnT59mwYIFVovVAYwcOZLFixczevRovvjiC5ued+fOnbi5XerrnzNnDmfPnmXXrl14e3vj7e1t0/MpdlSQDSmHwFio5fhwcoOQjuDTBHyjoArr+ChKTTGaJHlFBvKKjOQUGsgrNNI21AudTnAgIYvYpCxyCo3kFRowmCQ6Ifi/QdHodIL4C7kcSszG3dkBdyc93m5OeLpc+qju3cyPnlF+uDnrcXPU46DX8c2205wrJ+gI9XGtzZddbVUJRL4GXhVCHAd+M2+TQoiewAvAm7aunFI5MTExfPfddxgMBnbt2sW4ceM4e/YsK1asqPW6NGnShEWLFlkFIunp6fz44480adKkRs4ZEGC90NixY8fo3r07LVu2rJHzKbXMUAQXjmr5PjLitTwfvpHav0JAs5pbPVpRysovMnIhp5DcIkOpVgsj/Zr74+7swK7TGfx19Pxlz4sKcMfDWfvIddDpCPNxxM3JAXdnPe7ODpRMOx3YMpBBrQIrXIw00NPlsm0Th7W0GiMC4OqoZ+Kw+vE3sCqByBtAe+BHIMe87Q/AC/gBeNe2VVMqy8nJybJYXHh4OAcPHmTy5Mnk5+fj4uLCm2++yYIFC0hMTCQqKopJkybxyCOPWJ4vhOD999/njz/+YPXq1TRq1IhJkyYxYcKEKtflwQcf5P3332f//v2W1Wy//vprunTpgpeXl1XZNWvW8Prrr7N//36MRiOdOnVi7ty59OjRw6puH330ERs3bmT58uX4+vryzDPP8Pzzz1vKlO6aKWmVAfjqq68YMGAA69evr/LrUOysJBuAEHBmC5zeCi7eENEHgtppeUAUxQZKWi+cHHQ4O+jJzCvicPJFS4CRV2Qgp9DI8PbBhHi7cupCLqsPJVue76ATuDk7kF9sxN3ZgRBvF3o19cPD2QE3Zz3uTg6W1guA9uHetA+vuJVWr6v6Aop3dA4j7OyvhO6aQwgXSBUBnO0yke6db6r6G2IHlQ5EpJQG4F4hRH/gRiAQSEfLJfJnDdVPqQZXV1dMJhMGg4H58+czc+ZM/vOf/9C3b1+WL1/OuHHjCAoKYvjw4ZbnTJ06lenTpzN79mxWrFjB008/TdOmTa3KVIaPjw/33HMPCxcuZP78+QAsWrSI5557ju+//96qbE5ODv/617/o2LEjBoOB9957j5tuuoljx45ZdStNmzaNmTNnMm3aNFasWMEzzzxDr1696Nu372Xn37lzJ/fffz8BAQG89957ODk5Van+Si3bvwR+fxXy02H9LOj3PPg103J+tBim/T+kk9bt4tNErXKrVErJ2Iu8IiO5hQZyiwwEerrQyN2JjNwi/jySat5uJL9Ia0W4pUMILYI8uVhgYOuJNFyd9Lg76XFzciDMxxEHc7dfEz837ukajpuT1pLh7KCzar0I9XGt/S6R/UvovG8yDqIAgGDO479vMkT6Qof7arcu1VCpQEQI4QRsAyZJKX8H/qrRWtUFx9ZCTkr1nntma/XP6xEEzau/qmdsbCz/+c9/6NmzJ56ensyZM4dnn32WMWPGAPDCCy+wa9cuZs2aZRVk3HbbbYwfPx6AFi1asHXrVt55550qByIAjz32GLfffjtz585l7969nDlzhvvuu++yQOTOO++0erxgwQKWLVvGqlWreOihSzOOHnzwQcaOHQvA008/zQcffMDatWvLDUQCAgJwcnLC1dXV0kqk1FH7l8AvT2kDTQGyzsJvL0DLm6HVCNCbg0hXH+1HsZu6lLHTZJKczynUAolSM0eaNHInOtCD7IJivtwcj8FknWOzf4sAGrk7oROCIoMJbzcnQn20QMPD2YEgc5dHmI8rTw1uXmHLhIezg6WLpa7IWzkZN2MBJgkmBA5C4mAs0LY3lEBESlkkhIgEjFcrq9S+tWvX4uHhgdFopLCwkMGDB7NgwQKys7M5d+4c/fr1syo/YMAAXnnlFattvXv3tnrct29fZs+eXa369OvXj6CgIP73v//x559/MnLkSNzdL59UderUKSZPnszWrVtJTU3FZDKRl5dn6Vop0alTJ6vHoaGhpKRUM0hU6o510y8FISVMBi0J2f3f2KdOSq0rab0wSYmbk/aRtPtMhiXQKJk50izAgz7R/pik5LvtZ6yO4eqkx9PFUfu/o56OjX20wZ4lXSOl9nu7OfJAj4rHq+mq0TViNyYTpn3/pTAvmxQZRIr0xUfk0EokAOCSn3yVA9QNVQnrVgAjgHU1VJe65RpaJSxqKY9Inz59+Oyzz3BwcCA0NNTSHZGdnV0r5y/PuHHjmD9/PrGxsWzYsKHcMiNGjCAwMJAPP/yQ8PBwnJycGDBgAEVF1lPRynavCCEwmUw1VnellmQllL89O7F266FcUXUzdpaeOZJbaECvE0T4aV9I1sSmkJ5baDVzJDrQg1s7hgKw81Q6hQZTmZkjWiDhoNdxe6dQ3JwujcEo3XrhqNfRv0XA5RVqSIxGjq36gLzd32MqLiBbNiVV+uAuCgjjgqVYosmPcDtWs7KqEogsAT4UQvgAvwApgFXbl5Ryi+2qplSWm5sb0dGX55Pz8vIiLCyMjRs3MmzYMMv2DRs20LZtW6uy27Zts5rpsmXLFlq3bl3tOo0ePZqXX36Zdu3a0aVLl8v2p6WlERsby7x58xg6dCgAiYmJJCfXjwhesQHvcK07prztSp1QUcbOvCID/ZoHWM0c0esEfZr5A7B0VwJn0vOsjhXs7WIJRIoMpjIzRxzw97j0hWNM30ic9LoKZ440DfCoiZdb58WdSeXgL/MJSPkLZ1lIJh4cculHfKE7M8TH+Oou5RfJk04schrFVPtVt9KqEogsN/872vxTOggR5sdlM64qdvbSSy8xadIkmjdvTp8+ffj5559ZsmQJv/zyi1W55cuX89FHHzFkyBB+++03li5dyk8//WTZ//DDDwPaTJTK8Pf3JyUlBUdHx3L3+/r6EhAQwCeffEJERARpaWm8+OKLuLrafpBXVeuu1JLBk63HiAA4umrblVpnNElLy0JiZj5JWQVXzNiZkl1o2abXCQI8nenTTHscHehBqI+r1cwRd+dLHw+3dAi5Yl2cHdRHSYlzmfks3ngI9n5H+6K9hJNHoc6VpMYj6Hr7eG4O9NVarZYV8ozpv4SKNBKlH/N4gBtuefzqJ6gDqhKIqMn69dCECRPIyclh8uTJJCUlERUVxaJFiy4bhDp16lRWrlzJ888/j4+PD2+//TYjRoyw7D9z5kzZQ1/VlbKZ6nQ6fvjhB5566ik6dOhAREQEM2bMYPJk238IVafuSi0oGUS38iVt1ox3Yy0IqQeD6+qbIoOJnEIDPq6O6HSC02m5nDifQ06hkZwCAzmFxeQVGZkQE42DXseRlIvsPZNZYcbOjLziK84c6djYp5ZeWcOUnlvE4h2n+XPPEdqlraafbj/+IhucPfDpNZaIQWOtkvdpXWX/YsQvA8jMKybMx7VeLXonpJRXL1XPmQfanjp16hSRkZHllomLi7umrggr9WytGSEEixcv5oEHHrB3VRQ7senvf1XVs/ulLpFSUlBs4mJhMTkFBkJ9XHFx1BN/IZfdZzLIKTSQU2igsFgbU/Vo3yi83Rz5Oz6dnfEZeLg44OGsx8PZEQ9nB7pG+OLkoCO/yIgQMOit9SRmFVx23jAfVzZPGlTbL7dByy8y8r9dCSzbk8C5hHju4C9i9PsIERdwbRSK/+Bn0LW/q9brFR8fT1RUFECUlDK+Js5R5TlIQoiWQD/AFy2PyEYp5dEqPP824HWgBVra+FlSys+u8pxXgFuAToBOSnl5ajlFKUe6+RtdI3eVT0SpX0wmSY55xkhOgYGLhQaa+rvj4+bE2fQ81sSmkGse6Fni3m7hhPu6YTTPRPF1c6Kxr5s54HDA2VH7Ft01wpdukRUnhXN10rpGXrypVb3O2FnXGY0mVhxI4n+7EthxKh0/QzIPOa5nqMNOAkUGno3bo4uZ1eCzB1c6EBFCOAKfASPRxoSUkEKIb4Cx5qRnVzpGT7TMrDOB/wJDgE+EEOlSyp+u8FQntOytW4Hxla2z3ahvdoqiXIHJJMkuKOZigcHSapFTaCA6wIPGjdxIzirgvzvPULbB2tVRj4+bEy6OekK8XXB3dsDDxQFP879+7s4ANAvwoNkVBnRWNAi0rJKm/am/HKqXTf51kclkYtPxNBbvOM2mY2lcLDTQWn+Wd1x/p1fxDrx1eeijBsDg17RFHK8DVWkRmQrcB7wCLAaSgWDgAWA6WuvGa1c5xrNoLShTzY8Pm4OTicBPFT1JSjkFQAgxpgr1VSrpeuieU5TaZDRJzqTnkVtoKBVsFNM80JN2Yd7kFBn4fHO81XOcHXX4uzvTuBF4uTrQI6oRns6OuDvrzcGGIy7mFo0AT2dubn/lAZ+2ckfnMIqNWtdOXUhoVl/tPZvJt9tO88eRVNJyitAJuLNRPI97LCM652/0JgdoczMMeg0CWti7urWqKoHIKGCalLL04nangdlCCD3wOFcPRPoAH5XZtgr4XAjhKKUsrkJ9ymWeXuxTZrOaD6goyjUxmSTFJpNlRse+s5nmIENr2cgtNNA0wMOSw2L53nOWdfncnLRxGCZz0O/u5MCNbYPwdHa0dJs4OVwafOjm5GCZClsXqACkek6dz+GrbadZcyiFBPPquE0buTKpzSlGpH+Ja+ZRcHCFTg/CoFfB+/psaapKIBIM7Khg3w6gMtMdgtHyj5SWDDgC/kBSFepTkWeAKTY4jlLPZeQVkZSVj9EkSc0uIMjbBV83NVakrvnB2B+Ae+1YB4PRRG6hkWKTCX8PrXtj28k0LuQUmmeVaPkyIv3duL2T9mGx41S6ZaEzT2cHAsxrmYA2nfWB7k1wddLj4exwWbpwvU7QNrTihc+U+iv1YgHfbD3NyoPJHEvV1ocN8XZhTM9QHnffQOjBhXAyAZy9oOeTMOCl634Rx6oEImfQxnSsLWffEKCczER2MQ/4osy2cGBjrddEsZuMvCLOZeRbvoEWGU2cy9C+kahg5PpRkj481zwGo9ioZfAE+Ovoec6k55FTaLAsfBbo5cxDPSMAOJeRT06hAQ9nBxo3cjMHG86WY/+jd8Rl01ZLC/ZWY+qvFxcLivnvjrP8vC+R2MRsjFLi6+bInZ3DGNU1kK5nv4Cdn0LeBXDzh/4vwg3PgNPlS19cj6oSiCwEZgkh3Lh8jMh4YFIljpEMBJXZFgQYoFRe2msgpcwEMktvq+zALKXhSMkqsAQhJUxSkpJVoAKROqS66cNBCzLyioyXBnsWGMgvNtKrqbZy859HUolNzKbIcGk5AFcnvSUQEQI8XbRl2z2cteyePm6XEvDd3fXKPboujirp1vWsqNjIT/sSWbo7gT2nMykymnB31jO4dSAPdG/MwCYO6P6aCz98C4XZ4BUKQ2dCrydBX36ix+tVpQMRKeUcIYQf8DTWM1eKgbeklG9V4jBbgKHArFLbbgJ22GJ8iKIUGUxcyCmkyFj+WjQVbVdqX0Xpw0EbIJlfZCQ9r8jSNVISbNzYNghHvY6/jl1g9+kMq2PqhKBbhC8Oeh2Bns6IUC88XRzwMA/69HS+9AHQr3kDX49EsTmTycSauFSW7DzL1hNp5BUbcXLQ0T3Sl3u6hjOiQyiOucnw5zRY+iMY8sEvGoa9AZ0eskpCplxSpTwiUsqXhBCzgV5oeUQygG1SyvRKHuJdYLMQYjLwPTAYbTrwPSUFhBB3ogUqg6WU58zbmgCNgCbaQ9HJXPxMFc5de1SCplplMkky8orIyCsiv8iI5NKaA2UJICO3CF+VV8QupJRIqa1wOnvl4XLTh89eeZg7OocRm5TNX0fPW/Y56gUezg4UGkw46nU0C3DH29XRsiy7h4sDbo56y+qpagyGYivbT6Xx7bbTbDh6gaz8YvQ6QYcwL27rFMa9XcPxcHGEC8dg6Wg4ugqMRRDcQeuCaXOrvatf51U5oZn5g/+36pxMSrldCHE3WkKzV9HGlTxRJoeIN9ASbQBrielo69uU2GP+9xEuHw+iXCdyCopJyy3iYoEBk5TohMDL1RE/dyeKTdJqjAhoQYgQgrMZeaReLCTY2wVvV9VEagsmkySvWFtl1dPFATcnB9JyCtlzJtNqYbTcQiN3dQmjcSM3krIvz9gJWLZHB3jg5+50KRlXmfEY4b5uhPu61crrU64/cUlZfL3tNOviUknJLkQALYI9GXdDFCN7NsHPPKiZxD2wbgacXA/SBI17Qswr0LS/Patfr1Qlodn/AWFSysvGgggh3gTOSin/c7XjSCmXc2kBvfL2f0GZ4EJKOQYYU9m6Kg1XSddLVn4xxUYTAq3f39fNCV83J8u34RKJmdqsGSe9jiBvF7xcHEjJLmTm9Gms/PlHft+8Sxsj4KICkvKULOWeW6iNxcgrMhDs5UKglwsZuUX8djCJ3EJtqfeSmG9Y22DahHpRZDRx/HyOlnTLWY+fh5tlLAZAqLdLhenDAbzdHPF2U9dFqT0J6Xl8ve00qw8lE5+mrR7cpJErj/WLYlSvCMvqwYAWePz5BpzdAUIHTWNg8KsQ2tk+la/HqtIi8k+0GSnlOYaWrOyqgYhiW2PGjOHLL78EQK/XExYWxs0338zrr7+On59frdbl9OnTTJ48mT/++IPU1FR8fX1p164dL730EkOHDq32ccvrenHU6/D3cMbfw9kq/0Jpvm5Olg/H0ineQ31c8fdwRi8EBQYTJy/k4u7kQIiPC25OVW4krLeklBQbJSYpKTKY2Hz8ArmFBpr4udEq2IvcQgMLN568LLtnn2Z+BHq54OSgw93JgUBPF9wtK6w6EOSlfVMM8XblyQHNKjy/Sh+u1AUlC8z9uj+Jw8kXkRICPJx4sEdjRvWMoG1YmS6+Q8vhr7mQcgD0TtDmdi0Lql+0fV5AA1CVv7qRQEVrypwAoq65Nkq1xMTE8N1332EwGNi1axfjxo3j7NmzrFixotbqUFxczJAhQ2jSpAnfffcdTZo0ISUlhfXr15OWllatY16p6+VaWzB0OoGDXtAqyJOkrHyy8g2cSM3Bw8WREG+XejsjwiQlmMdgAOQVGTCaJCapBXQmKXFy0OFpfv8y8rS1eAqKjfydkoG7s5ZCHLSgoGeUn2Up95LWDDfze+Pu7HBNqb5V+nDFXkovMLc/IQuDSeLt4sgt7UMY2aMJvZo2Qld6YKnJBHu+gc3zIP2EloSs8z+0Lhiv2slw26Bpg8eu/gOcBx6uYN9oIK2yx6rtH7QgSp46dUpWJDY2tsJ9Vbb7G+2nFowePVoOGzbMatvMmTOlTqeTeXl50mQyyTfeeENGRERIR0dH2aJFC/nZZ59ZlQfk+++/L++44w7p6uoqw8LC5Pz586tUjz179khAxsXFXbFcRESEfO211+QjjzwiPT09pb+/v3z11VelyWSSUkpZWGyU8alZ8omnX5AhYeHS2dlFtmrTTn7y+VfSaDRZjpOYmCgfeugh2ahRI+nl5SUHDhwod+3aZXWuHTt2yIGDBkt3Dw/p4eEhe/fuLffv3y+llHLKlCmyZcuWcunSpbJFixbS3d1d9r6hv/xt8165/2ymjL+QIwuLjXLlypWyR48e0sXFRTZu3FiOHz9eZmdnW86xYcMG2atXL+nu7i69vLxk165d5c6dO6v03lWG0WSSxQajLCw2yMJig2V7dn6RTMsplOcvFsiU7HyZnJUv03MLLftTswtkcla+TM0ukGk5BTIjt1DmFhZb9hcUG2SRwSgPHjpk9f7WpiU7z8glO8/Y5dzK9aOo2CiX70mQ/1i0TbZ85TcZ8dKvstWrK+WYz7bLFfsTpcFgvPxJhiIpN82T8u1WUk7xkvKNcClXTpIyL732X4CdnDp1SqKN/Y+UNfQZXZUWkT+Bl4UQv0gpLXPmzCnVJ5n3Nywls19KC2wFYV3BWAz7l1y+P7i99q+hqPznh3aGoDZQkAVxv16+3wYzbVxdXTGZTBgMBubPn8/MmTP5z3/+Q9++fVm+fDnjxo0jKCiI4cOHW54zdepUpk+fzuzZs1mxYgVPP/00TZs2tSpzJYGBgeh0On744QcmTZqEo2PFLRbz5s3jueee4++//2br1q3885//xKtRAHc+9Aj5RUZefuZJThyJY96Hn9CxdQu2bdnEk08+TniQPzfffDP5+fnExMTQuXNn1qxZg4eHB4sWLWLQoEEcPnyY4OBgDhw4wIABA7j33nt5a856PD092b59OwbDpXUZExISWLhwIYsXL0an0/HII4/w1mvPs/C/P5GVX8zva9by9NiRzJ07l2E33khqaipPP/0048aN4/vvv8dgMHD77bczduxYvv76a0wmE3v27Lniay/LJKWlpcJo4lIKcPM4iqy8IgoNJqsZQA46gZ+H1iphNGl/Ixx0Ap1Oh14Iqyyefu5OCFFxLp2SdOU6IS4bX6Mo9V15C8w56gWdm/hyZ+cw7uwcVn7rZ1EubHwHdn0OeWngFgADJkHfZ8DJtdZfR0MnZCUXPBNCNEdL5S6BZcA5IAy4w1ykt5Syoq4buxJCRAKnTp06RWRkZLll4uLiaN26tfXG6gYiyQe0QMShnCmiNg5ExowZQ3JyMqtWrQIgNjaWW2+9lYCAALZt20Z4eDhjxoxh5syZluc8+OCDJCQksHGjlmxWCMGYMWP4/PPPLWXuu+8+0tPTWbu2vES65fv444954YUXMJlMdO7cmRtuuIF7772Xbt26WcpERkYSFRXFn3/+SU6hgbScQqa9+jJrV/7Cb5v3kJF8lgHdO3D06FGioy/1uY4fP574+HhWrFjB559/zrRp0zhx4gR6/aU/Im3btmXMmDFMnDiRUaNGERcXx+8btiCEsBojAlrg9frrr5OcnGwZS/Ptt98yZswYCgoKKDBIYmIG0ql7b5568VV83R0J9nJh965d9OjRg9TUVPR6PX5+fqxfv54BAwZYji2ltHzwFxtNGIwmTBKM5qBDSizTh7PyiigwWOc20QlhyeCZW3ipW0oLFkAvBA562+YjKPf3X1Hqqb1nM/l6azzrj5wnLVdbYK5NiBe3dgzl/u6NLd2Pl8lLh/Vvwr7voPAieIdDr/HQ47HrNglZfHw8UVFRAFFSyviaOEdVEpodE0J0R1uFdzjgh5YNdQUwVUp5siYqaFdXCgr0jhXvTz6gBSFXer6Lt83yjKxduxYPDw+MRiOFhYUMHjyYBQsWkJ2dzblz5+jXr59V+QEDBvDKK69Ybevdu7fV4759+zJ79uwq1ePJJ59k1KhR/PXXX+zYsYNVq1Yxd+5c3nzzTV588UVLufadu3E4KZsi86yX7r1688WC+TT1dWLFljiklHTq1Mnq2MXFxZYg8u+//yYhIQFvb+tBZAUFBRw/fhyA3bt3c+utt14xq27jxo2tBvSGhoZiMBhIS0sjMDCQQ/v2sH/333y76KNSLRLa/44dO0afPn14+OHRDBs2jP4DY7ih/wBuue1OwptEEODpjE4ICoqN5JnThwu0sRs6ISzBiquTHidHPXpxqVWidI1LWkYURbmyk+dz+GprPGtiUzlXssBcgDsP9mjCqF5NCPa+QktG1jn4YwYc+smchKwF3DwbOjyokpDVgqomNDuOtgovYGklaQlctHG9lCro06cPn332GQ4ODoSGhuLkpEX72dnZtV4XDw8Phg8fzvDhw5k6dSrjxo3jtdde4x/j/kmuQWshyDPPfNFmvThx0jxdU6cTmExa68C2bdtwcbFeq6Oky8NkMtGuXTv+97//XXZ+Ly8vy/8Lio1XXPSu5H2SUhvMqXVzQE5BEX4miclk4qVJ/2bEXfdSYE4lbjRprRMhTSMwSclHnyxizJPjWb92DWtWreKN6VP54utvue/uu0Boq6i6mpNs6coJipwc6uegWEWpC1KyCvh2+2l+O5DE8fO5AIT6uDC6dwT/6B1BdKDnlQ9w/iism64lITMVQ0gnbRG6VpXrklZsoyp5RN4H9FLK8ebHtwM/AHogSwgxVEq5q2aqqVyJm5ubVTdGCS8vL8LCwti4cSPDhg2zbN+wYQNt27a1Krtt2zYef/xxy+MtW7Zcc1N9TqGB4CbNKCoq4sjZFPz9AxBCcOzgHlqHXAoYtmzZQlRUFC4uLnTp0gWAxMREbrzxxnKP27VrV7799lt8fX0rnKLcrkMn1q5bx6PPvoIQwrLoXWGxETcnB0vQUVhsJDNfW10gu0AbP5JbaMBgMtG1a1eOHDnMM82izYGE9poycou5aDBxJPkiAZ7ODOzVjZje3Zn22svccccdLP7mKx64924A83gNNfZCUWylvAXmGrk5cneXMB7qGUGXCN+rHyRhF/wxHU79BVJCRB8Y+DJE3VDzL0C5TFVaREYAU0o9fgMtw+prwFto2U9vsV3VFFt46aWXmDRpEs2bN6dPnz78/PPPLFmyhF9++cWq3PLly/noo48YMmQIv/32G0uXLuWnn36y7H/44YcB+Oqrr8o9z549e5g8eTIPjnyIkIhoDDpH9uzexUfz36VLj160b9YYXzcnHHSCPbt3MWPGDO6//362b9/OBx98YOkGat68OWPGjOHRRx9l7ty59OzZk6ysLLZt24ZOp+OJJ57goYce4p133uHWW29lxowZNGvWjKSkJFatWsWQIUPo168fI8eN54ERQ3jtuX/x0KNP4u7hycG9u2jeshX9e3cvmU2FXidwd9JaLDyctdaJRu5OOOl1TJs2jZtuuomIJk146KGHcHV15fDhw/z888+88c58/t4fx1uLv2LIjcNp1yKK9JRz7NmzhwcffNDyvrRq1YoJEyYwYcIEm11TRbnelF5gbvfpDIqNEg9nPUPaaAvMDWgRYD3dtiLH12ljQBJ2gNBD9BAY9BqEdKj5F6FUqCqBSDBwGkAIEQG0BkZLKQ+YW0s+v9KTFfuYMGECOTk5TJ48maSkJKKioli0aNFls2GmTp3KypUref755/Hx8eHtt99mxIgRlv1nzpyp8Bwmk8TdNxD/0CZMn/k6586exmgwEhwaypjRD/PKyy/TyOPS8unPPPMMx48fp2vXrjg5OfH000/zr3/9y7J/4cKFzJkzh8mTJ3P69Gl8fHzo1KkTEydOBLRZQX/99Rcvv/wyo0aNIj09naCgIPr27WsJmJq2asvC75fz/uwZjLnrZnR6PS1at+HVWe8S4OliGezpoNfhYf5/STeJXqelEh88eDBr1qxh6tSpfPDBBwghaNq0KXfeeScBni50iAxi/ukTPPPEaDLS0/DzD+COO+9i6tSpltdy5MgRLlywycLSinJd0RaYS+H7nQlsK7XAXM8oP+7pGsYt7UNxrCCZYZkDQexPsPEtSDmkJSFre5cWgPg1rfHXoVxdVWbNnAfGSil/FkI8gtYK4i+llEKIQcAvUkr3Kx/FPqo9a6a66tmid0IIFi9ezAMPPFCl55XMeimdcMzD2QE/DydLwqyyIiMjefLJJ5k06bKVAmyqZDBsWU56Ha1KdQvZgtFkIiW7kPTcIkxS4uqor3dp49WsGaWu2H4yjW+3Wy8w1zHcm9s7hXFP1zDcnSt5X5lMsOsL2PI+ZJwCRzdofy/EvAyewTX6GhqSOjVrBtgGTBJCmIDngd/kpSimGdp0XgXqTQBSHUUGE2m5hWTlFVtmvbg46vF1d6JROWu92EuQt8tli97phCDI2+UKz6oevU5HqI8rgZ7OJGcXkJFXfN2mja+Weha4K7YXm5jFN9tLLTAnoEVQOQvMVYahCLZ9CNs+hpwkcPGB3v8H/SeCq1qRuS6qyl/IiWhTdX8G4rEeL3I/sMV21VLqEuu1XkxIZKm1Xpzq5MyPktkxZRe9860of4ANOOh1hPu6EeRpsqSNP56ag6ezAyE+rvU2bbyi1ITyFpiLaOTG4/2j+EevSBo3quLKyoU5WvfLri8hPx3cA7UBqH2fBkfbfwFRbKcqeUQOA82EEH5SyrKLhzwLJNu0Zkqtqah7rryuF0+XK3e9XE18fPw11LRqSlbkrW2ODjqa+LlTaDCSlFnAxYJijqXk4OXqQIi3S50M3Oxm/xL4/VXtg2P9LBg8GTrcZ+9aKTUkPbfIMt22ZIG5QE9nHuzRmH/0iqBNaDVaLHIvwPo3YN/3UJQD3k1g4EvQ7THQq3utPqhym3E5QQhSygO2qY5ib8UGExfqQddLfeDsoCfS3538IgNJWQVk5ReTXWDAx9WRYG8XHG2cHbXe2b8EfnkKirXkU2Sd1R6DCkYakNzCYv636xzL956zWmBuRPsQRvZsQu9m/tU7cGYCrJsGccvBUAj+LaHfc9D+PpWErJ5RndellE7NfT2pj10v9YmrkwNNAzzILTSQlJVPRl4RWfnF+LppAYnezn80Kztg3ebWTb8UhJQozoc1U1QgUs8VG0ysOJDI0l3n2BGfTqHBhKujnn7N/bmvW2NubBOEvrqBeGocrJsBx37XkpCFdtbWgWl5k21fhFJrVCBiptfrKS4utmTbvB7URNeLUjF3ZweiAz25mF9MUnYBablFZOYV08jDiSBPF7u1NuXn51dpoT6byUoof/vFRHgjXFte3TdS+6Yb3A5Cu4BftPq2W0eZTCb+OnqB/+48w6bjF8gpNOKoF3Rp4ssdV1pgrrLO7tTSsMdv1JKQRfaFmFchovfVn6vUaSoQMfPx8SElJYWwsLDKJcapp1TXi/15ujri6epIZl4RKdkFnL+oTf3193C2rFFTG6SU5Ofnc+7cOYKCgmrlnFa8w7XumLKc3LVvuZmn4eQG7ZtvCb0TeASDbxPwaw6BbbSywe3VgEQ72XMmg2+2nbZaYK5tqDe3dQzh/u5N8HK9xiD32Bpt/NC5XaBzgOY3ajlAgtvZ5gUodqcCETN/f38SEhI4cuSIvatic1JK8oqM5BYZKDZIJFpGUVdHPR4uegw6HefT4by9K3odklJSVGTkYoGBRJNErwNPF0fcnfS10k3o6OhIUFCQ1Ro9tWbwZOsxIgCOrjBi3qWuGZMJMk5qKblTDsKFo5B+CpL2Q/ymS88TOnDz14KbRk21ACW4PYR3A7dGtfqyGpqf9pxj7uojJGbmE+rjysRhLWkf5s3X26wXmGsW4M7IHk0Y1Svi2qfJm0xw6EdtFkxqHOidod09MGgyNIqwwatS6pJKJzSrzyqT0Kwh2n4qja+2xLP+6HlyC42WPtp/9I6gX/MAe1dPKcVoNPHZ5ng+/usEaTlFhPu48tzQFtzRObRBt9CxfwmsfEmbNePduGqzZnLOQ+IuSDoA52O1ACUzAfIuQKn1knH2Aq8waBQF/s0huIPWzeMbqbp5ruKnPef4948HyC82WrYJLr27YT6uDG0TyD96RdIs0OPaT2g0wq7PYet8yIgHR3ft9yHm3+Bhh1Y7pVYSmqlApIFJzsrn883xrNifREJmvqWZ9J6u4dzXrTGuTmrgaV1WVGzkP+tP8MXmeLIKimkW4M6LN7ViWNsGnAnS1gnNivIheR8k7YWUWEg7DplnICcFjEWXyjk4g2co+DQB/2gIbHupm0evxkiZTCZ6vLGOCzlFl+1zddTx7bhelVtgrjIMRbBlPuxYoF0nFx/o8rCWhMzFDq11ioUKRGykoQciRcVGlu45xw9/n2Xf2SyMUhLk5czw9iE82jeq6omBFLvLLSzm3TVH+W7HWfKKjLQL9eLl4a3pE13NqY6K1tx/4Rgk/g3Jh7RunozT2uDYopxL5YQe3APAp7F1N09YtwafmfNiQTG/HUhiTWwKu05nkJFXXG45AZx60wZrnBZkw19zYfdXUJCptXr0eAJ6j1djfuoIFYjYSEMNRHaeSuOLMl0vNzT34+HekarrpYHIyC1izurD/Lj7HIUGE90ifHl1RBs6Nfaxd9UaluwkbTBk8gE4f1jr5slOgLx0rLp5XHzAOwx8m4J/CwhpD2HdwSfcXjW/ZrGJWSzfm8jGYxc4mnIRg0nioBO0DPIkPj2X3ELjZc8J83Fl86RB1T9pznlY/zrs/0ELAn0ioM9T0PURlYSsjlGBiI00pEBEdb1cn1KyCnj9t1h+O5CMUUr6Rfvz6i1taBHsae+qNWyFOZC4V+vmSY3TunmyzkBOKpgMl8o5uIJXSTdPCwhqB6GdtO6eOvbBml9kZPWhJH4/lMLO+HTOm7tefNwc6Rbhy9A2QQxvH4Kni2O5Y0RcHfXMuqs9d3QOq/rJ00/DH9Mh7hcwFkJAay0JWbt71HidOkoFIjZS3wMR1fWilIhPy2Hmr3H8cTgVIQRDWgfy2i1tCFe/A7XLaNQGyCbu1WbznD+qTTe+mATFeZfK6Ry0NU98Gms5UAJaawFKaGdwtsHgzko6eT6Hn/acY8PR88QlXaTIaEIvBM0C3ekb7c9tHUPpGO5d7sDo8mbNVDkIST6o5QA5vlYL4MK6aknIWtxoo1eo1BQViNhIfQ1EVNeLUpG4pCxm/BrH1hNpOOgFIzqE8PLw1gR4qn51u8tMMHfz7IcLR8zdPOcgP6NUIQGuvtpsHr+mENAKgszTjb1CrrkKxQYTfxxJYeWBZLafSicpqwAATxcHOjf2YXDrIG7rGIqvew0ncDyzDf6YCac3a48j+2lJyJr0qNnzKjajAhEbqU+BSEpWAZ9tOaV1vWSorhflynadzuD1FbHsPpOJi6OOe7uGM3FYq2tPIqXYXn4WJO6GpH1aN0/6Scg8C7mpIEuNw3B017p5fCNKdfN01oKVK3RfJKTnsXzfOf48fJ6DiVkUFJsQAiL93OnTzI8RHULoGdWodqaDH10F62drr7d0ErKgNjV/bsWmVCBiI3U9EFFdL8q1+uvoeWatjCMu6SIeznoe6hXBM4NbqMC1PjAWa9075/ZAaqw2myfzjNbNYyi4VE7nCJ5B2uqyfs0wBrRmt6EZS5MasTk+h7MZWmIxNyc9HcJ9GNwqgNs7hxFYW61kJhMcWAIb39FaghycofXtWgDi26R26qDYnApEbKSuBiIlXS8bjp4nR3W9KDawYn8Sc1cfJj4tDx83R8beEMWT/Zvh6KAGAtY7JpM27uTcbm02z4WjFFyIJz0zg7xiSRYeFEkHJAKjcMDZ1Z3AwGAaN22FPrQjhHWpnSRgRiP8/amWhCzzDDh5QMf7YcC/wUP9HavvVCBiI3UpECnb9SIEtA3x4u6u4TzQvYn6BqtcM5PJxA+7Epi39hhJWQUEeDjxr5hoRveOaNhZWhsgk8nEzvgMftmfyObjacSn5SIl+DgUcqN/GkO8k+npchrvnBOQdQ5yz4M0XTqAk6d58cAorZsnuJ02ULRRs2ufpVJcoCUh27lQS0Lm6gtdxkD/F2p1IK5Ss1QgYiP2DkSsul4SsjCatK6Xm9sF80jfKCL83Gu9TkrDZzSa+GJrPB+u19LGh/m48uzQ5tzVuWEv7FjfZeQW8ev+JNbGpbDnTAbZBdo04WAvF3pE+XJzuxAGtwrEqbyVbIsLtBkqSbtLZZU9DReTrbPK6p21bh6fMosHhnQEhzIDWPcvgXXTtdWSvcO1bKcXjsGer81JyEKgpzkJWdnnKvWeCkRsxF6ByN/xaXy+uXTXi46+0f483DuSG6L91IeBUiuKio18uOEEn2/S0sY3DXDnpYaeNr6e2Xs2k5/3nmPT8QucSM3FKCWOekHrEC8Gtgjg9k5h17aWi8kE6Se02Twph+D8EW0tl4uJUHjxUrmSxQN9wrWkbSYjHFlhHcSU8I0yJyEbo3KANGAqELGR2gxEVNeLUleVTRvfNsSLV25RaePtIaegmN8OJvP7oWR2n84g3ZxK3d/Die6RvgxrG8ywtiG18/ciJ0UbKJu0Dy4chrRTWutH2cUDS3P1g4nHVQByHVCBiI3URCBSOslPsLcz/VsEcCwlR3W9KHVeZl4Rs1eptPG1LS4pi5/2JrLp6AWOmFOp63WCFkEe9G8ewO2dQmkTWofWsinKhzcqajUTMDWzNmuj2IkKRGzE1oFIeWmPARx1ggEtA1TXi1IvqLTxNaug2Mjvh5JZfSiZnfEZpF4sBLRU6l2b+DKkTRAjOmip1Ousd9tB1tnLt3s3hmcP1n59lFqnAhEbsXUg0vfNPziXmX/Z9hAvZ7a+POSaj68otel0Wi4zfo3lz8PnQaDSxl+DU+dz+GlvIhuOphKbqKVS1wloFuBB32g/busYRqfG5adSr5P2L4FfnoLiUn/vHF3h1vehw332q5dSa2ojEHGoiYM2dInlBCEAydmFtVwTRbl2EX7uLBrdnbikLGb+Gsfvh1L443CqShtfCVoq9VRWHkhiR3w6iZnmVOrODvRq2ojBrYO4tWMojWo6lXpNKQk2Ss+aGTxZBSGKTalApBpCfVzLbREJ9XG1Q20UxTZah3jz7WO9LGnjl+1JZOWBZO7pFs6LKm28RWJmPj/tOcefR1I5cK5UKvVG7ozs2ZgR7UPp1bSWUqnXhg73qcBDqVEqEKmGicNalrs09sRhLe1YK0Wxja4Rvvz4r76WtPHfbDvDsj3nGNUzgmeGXH9p441GE5tPpLFifyJbT6ZxJt2cSt1RT8fGPgxqGcgdncII8lYtR4pSHWqMSDXZZGlsRakHSqeN93Z1ZNwNUTw5oGGnjT9/sYCf9yWyLi6VfQmZ5BZqXzrCfV3pGdWIW9qHMKBFAHp9w30PFAXUYFWbsXdmVUWp78pPG9+M0b0jG0QXhMlkYufpDH7dl8jmE2nEX8jFJMHZQUfbUC9iWgZyR+cwtQClct1RgYiNqEBEUWyjJG38R+tPcMGcNv6ZIc25u0v9SxufmVfEr/uSWBOXwt4zmWQVaEnFSlKp39QuhCEVpVJXlOuECkRsRAUiimJbl6WN93fnpZtbMqxtiL2rdkX7z2ayfN85Nh1P43hqDkaTlkq9VbAXA1oEcEfnUKIDVR4VRSmhAhEbUYGIotSM3MJi5q09xrfbz5BXZKRNiBcvD2/NDc3rRtr4nIJiVh5M5vfYZHadziQ9V1szxd/DiW4RWir1G9sG4e6sZgQpSnlUIGIjKhBRlJqVmVfEnNWHWbpLSxvfNcKXV29pTecmvrVelyPJF/lp7zk2Hj3P4WTrVOo3RPtzR6cw2obVoVTqilKHqUDERlQgoii1I/ViAW+siOPX/UkYpeSGZv68NqJm08YXFBv5PTaZ1QetU6l7uzrSNcKXoW2CuKV9iMqDoijVoAIRG1GBiKLULqu08cDg1oG8NqKNzWadxKfl8NOeRDYcSeVQqVTqTf3d6Rvtz22dwuhcn1KpK0odpVK8K4pSL5VNG78mNoU/j6RyS/sQXr6lNYFVTBtfbDDx51FzKvVTGZbMxh7OenpGNWJQ60Bu6xiKn4dzTbwcRVFqkGoRURSlxu0+ncHMFbHsPpOJi4OOu7uG89JNrfjjcGqFiQETM/NZvvccfx7WUqnnF5sQQISfG72b+XFL+1D6NGtAqdQVpQ5SXTM2ogIRRakbStLGxyVdxFkvMEiJ0XRpv5Ne0KWJL0lZBZxJz0OiLZ/QIdybmFaB3NEplGBvtaaTotQW1TWjKEqD0r9FAP1bBPDbgST+77s9GMt8DyoySradSifMx5W7uoQxvH0I/ZsHNOh08opyvVOBiKIotW54+xD+JXdXuH/zpEG1WBtFUexJfc1QFMUuwnzK72KpaLuiKA2TCkQURbGLicNa4lpmHRdXRz0Th7W0U40URbEH1TWjKIpdlMyOqWjWjKIo1wcViCiKYjd3dA5TgYeiXOdU14yiKIqiKHajAhFFURRFUexGBSKKoiiKotjN9TJGRA+QkJBg73ooiqIoSr1R6nNTf6Vy1+J6SfF+A7DR3vVQFEVRlHqqn5RyU00c+HoJRJyB7kASYLThocPRApx+gGpuqZvUNar71DWq+9Q1qh9q4jrpgRBgp5Sy0EbHtHJddM2Y3zybR3JCiJL/JtTUYkDKtVHXqO5T16juU9eofqjB63TChse6jBqsqiiKoiiK3ahARFEURVEUu1GBiKIoiqIodqMCkWuTCUwz/6vUTZmoa1TXZaKuUV2XibpG9UEm9fA6XRezZhRFURRFqZtUi4iiKIqiKHajAhFFURRFUexGBSKKoiiKothNvQlEhBAvCiG2CyGyhBDpQoi1Qoje5ZS7TQhxQAhRKIQ4JoR4tJwyfczHKhBCnBVC/LucMq2FEOuEEPlCiFQhxNtCCMer1LGJEOITIcRx8/NOCyHmCyF8y5RzEkK8Yz5uvvm1tCpTRgghXjHXr8Bc38teb6nyk4UQUgjx8ZXqWJNq+xqVKttaCJErhCioRB3bCyG+MV+bfCHECSHEDCGES5ly3kKIz4UQGUKIHCHEj0KIkDJlKnMd/YQQnwohEoUQeUKIWCHE+KvVs6bY4T66Wwixy/wepgohlgohml6ljra8jx4XQqwXQmSb74/gMvsdhBCzhBB7S9XxJyFEm6u9lzXJVtdJCNHW/J7Hm1//pHKOcbsQYpX5tecKIfYIIR6uRB1teS+9IoTYYr5HKryPhRBdhBArzdczVwjxtxCixdXqWhNq8xqZyzkK7e/8CfOxEoUQM69SR5tcI1vek+WSUtaLH+A3YCzQAWgNfAbkANGlyvQEDMBUoBUwwfz4jlJlIszP+xhoAzwI5AFPlyrjCZwDfjSfbziQCrx7lToOBb4GbgaaAYOBI8CqMuXmAynmch2An4CzgEepMs+b6/mAuZ6fANlAeDnn7Q+cAvYBH18P16hUWRdgP/ArUFCJOo4G/gMMApoCtwPJZd834BfztesHdAO2ALsAXRWv43LgANAXiAIeN7/eexv6NTK/b0bgZfN73Q3YAByqxfvoGWCS+UcCwWWO4Q6sM9e/NdDJ/LuUBPg2gHupOzAX7e9IEjCpnHO9Y75Gvczv99Pm6/ZALd5L04Bngbep4D42PzfHXKazua63AGEN/RqZyy0Bjprf5yigC3BzbVwjbHhPlltPe91oNvgl0AEXgP8rte2/wJ9lyn0NbC71+E3gJOYZQ+ZtM9Dy8pfMInrS/AvlXqrMWKAA8KxiPW8DTICX+bEXUAiMLlXGE+2P+GPmxwJIBKaUKiOA08DrZY7vZ97eH1hf9hesoV6jUts/BhYBY6hEIFJBPZ8C0ko9boX2oTWg1LZm5m1DK3sdzdusXr952y5grr2vT01fI7Q/umlljnOr+X10r2I9q3wflXn+QMoJRCo4l4/5XLfa+/pc63Uqsy+eCj7kyin7I7C0GvWs8r1U5vkV3sfAZuBbe18Le1wjtEDAALS2QT2v6RqVKnNN92Tpn3rTNVMOF8AZyCi1rQ/we5lyq4Du4lK3Sh9gjTS/S6XKhKF9yysps1lKmVumjDPQtYr19EG7OHnmx90Ap9L1lFJeRLvJ+po3RaEtMlS6jDQ/LimDEEIAXwJfSSn/qmK9akNNXiOEEPeifcA8fY319CmnjgWUWrFZSnkCOM6l978y1xG0NY7uFkIECc0goKX59dQFNXmNtgDeQoj7hBA6IYQP8A9gQ5l7qzJ8qPp9VF1eaIF/xtUK1qLqXqfq8qF6r7/s8ypzL12VECLQfKxYczfSeSHETiHE/dWoY02pyWt0B9p6LzcJIU6au3G+NL8vVeVTTh2rc418sNE9WZ8DkbloSVuWl9oWjNYsVFoy4Aj4X6UMaB/+FZVJQYsQQ6gkIYQ/MB34REppKHVsidbVU7YOpc9fcs6KyoDWlOmH1qxZF9XYNRJCRKE1OT5YjQ81CyFENPCc+Vil63heSmkqpw6lr9HVriPAKCDdvL0IWAlMkFKuq26dbazGrpGUcjfaH9CP0f5gZQBNgLuqUsFruI+qTAihQ/td2ANsre5xakB1r1OVmQP8fmjdwVV5XnXvpcooGVf0MtoH3VC01obvhBC3VKWeNagmr1EztAD/AbRWo4fRukR/Mf/OVoqtrpGt78l6GYgIIV4FRqL1s120Ux0OmQf15AghDpWz3wftQ+cY8GINnL8L8G9gZKlfhDqjJq+REEKP9kfoTSnlniuUyyn1s7Kc/U2A1Wh/OObZso6lTEf7I3ozWmvaROADIcRNNXS+Sqvp+8g8SO1j4F20fvBBaMHY0pI/nva+j8qcS5jr2xG4S0pprMnzVVZt/r0TQgwFvgD+KaXcUWq7ve+lkmVll0sp35FS7pVSvg0sResCtKtauEYCrbXlH1LKv8wt4KOBHmj3Vq1do5q4Jx1scZDaJISYhtbHNVRKuavM7mQgqMy2ILS+tQtXKQPaQKGKygSi/TKUlBmOFtUCFJepox9a1J4G3C6lLCxTR2E+XlKp7UFo40JKypRsO1mmTMlz+qO1hhwTl5Z+1gP9hRDjgCApZRp2UAvXyBPtBuwqhJhTclpAJ4QwAC9KKd9BG3hYIr9MHaOAP9AGTz5aposhGfAXQujKfEsIQhvYWFLmitdRCNEMrdWqu5Tyb/P+/UKIjmiDJ+3WPVNL99HLwF4p5YxS5z0OnOHSmKaavI8qzRwYLUIbhDdQ1pGl7m1wnapyrpuB/wHPSCkXldndqdT/bX0vVUbJNY4tsz0OuKcKx7G5WrpGSYBBSnm01LbDaC0QTYDt1MI1qrF78loHvtTmDzAbrZm7awX7/wv8UWbbV1w+yO5EmTLTKX+wqlupMo9SicGq5jf9ANqHjEs5+0sG9DxcapsHkMvlg1Unlyoj0AYyvW5+7Ae0K/OzE/je/H99Q71GaC15ZV/7K+b3tR3gd5U6tkAbyf0ZpUbul9pfMnirf6ltTSl/sOqVrmN783M6lzn+J2jjJBr6fbQU7Rts6TKh5vckpqbvozLlB1LBYFW0L2Tfme+vKHtdl5q4TmX2xVPxjIw70D68xlaxjtd8L5UpP4ZyBqua7/uzwNdlti8GVjT0awQ8Zn7PmpXa1tK8rXttXCNb35NWz7XXBazGBZ+PFhzchNYXVfLjXapMyVSpyeaL9C8qnnb4IdqUqwfMb9Qzpcp4ogUCS9E+TG5C6+ebd5U6hqJFqVvN5yldT6cyryXJfNwOwDLKn757EbgfrS/wY7Tpu42vcP712Hf6bq1do3LOPYbKTd9tgxa5L0PrtyxdT32pcr+gfdu6AW0Q1mbKn75b4XVE+4A7Amzj0vTdktlXTzf0a4Q2MNWI1irUDK0J+feyv+s1fB8Fo31THIf2h3Ww+XFwqWu0FO3+7lnmXFecclhPrpOT+fV2Qvub9p75/21KlbkfrTVqUplzBdTivdTEXK/JaB9mJXVuVKrMBHM9HweigSfMj2+6Dq6RO9rsyA1oU5e7oA0u3UKZmYQ1cY2w4T1Zbj3tdaNV46LLCn6+KFPuduAgWl/0CcqJ8NE+FHaYf+ETgJcruIDr0L4lnEeba+94lTqOuUI9B5b5xXvXfNx883lalTmWQPuWn2Cu5w6gz1XOvx77BiK1eo3Kee8rE4hMvUI9I0uV80brK89E+2OzDAgtc6zKXMemaN+KktBGl8ehBZkV/vFoSNcI7cNiP1qQkorWP93mKnW05X1U0fWeat4feYVzTa3v99IVXl98qTLrr1amFu6lLyo4zpgy5Z5Dy5mUD+zFTvl4avsamctFAyvQ7qVktBmTVwsWbXKNsOE9Wd6PWn1XURRFURS7qZezZhRFURRFaRhUIKIoiqIoit2oQERRFEVRFLtRgYiiKIqiKHajAhFFURRFUexGBSKKoiiKotiNCkQURVEURbEbFYgoiqIoimI3KhBRFKXeE0I427sOiqJUjwpEFEW5JkKIO4QQUgjRpsx2nRAiXgixwPw4SAjxqRAiWQhRKITYK4S4vcxzegohfhRCnBNC5AkhYoUQLwkhHEqViTSf7zEhxHwhRCraWjGKotRDDlcvoiiKckW/oi3WNQ5tLZASQ9EWyPpECOENbEJbQ2mSufz9wDIhxAgp5W/m50QAfwOfoq2p0RltvQw/4MUy550G/AmMBlSLiKLUU2qtGUVRrpkQYhowHgiTUhaat/0PaCql7CKEmAy8BLSWUp4p9bw1gJeUsmc5xxSAHm2RwH+jrcRqEkJEoi189peUckANvzRFUWqY6ppRFMUWFgE+wJ0AQohA4DZgoXn/MLRlyxOFEA4lP8BqoJsQwsX8PB8hxNtCiFNoq5UWA2+irQ4aWOacv9TsS1IUpTaorhlFUa6ZlPKsEOI34DHgv2jLhhcD35mLBAJ9zNvK4wskAZ8DMcB0YB+QBdwKTAZcyjxHjQtRlAZABSKKotjKx8CvQohotPEiS6SUWeZ96WjjOcqO8yhxwdwqcivwqpTynZIdQoibK3iO6ldWlAZABSKKotjKKuAM8BnQHK1VpMRq4HHghJQyo7wnCyHc0MaEFJXapgdG1lB9FUWpA1QgoiiKTZgHki4EZgKxUsotpXa/gzZLZqMQ4l3gBNq4jw5oA1yflFJmCSG2AxOFEMlANvB/gFOtvhBFUWqVGqyqKIot/Wj+d2HpjVLKTLQxIuuBKcDvaF05/czbSowEDgCfmI+xFy2wURSlgVLTdxVFsRkhxAvADCBcSplm7/ooilL3qa4ZRVGumTmragu0ZGVfqSBEUZTKUi0iiqJcMyHEeqA32syYBysakKooilKWCkQURVEURbEbNVhVURRFURS7UYGIoiiKoih2owIRRVEURVHsRgUiiqIoiqLYjQpEFEVRFEWxGxWIKIqiKIpiN/8PUpnaJvU6facAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_aggr = df.groupby([\"populist_party_real\",\"manifesto\",\"year_bin\"]).agg({\"aggregated_sentiment\":[mean_cut_null,err_cut_null]})\n",
    "\n",
    "\n",
    "sns.set_context(\"notebook\",font_scale=1.3)\n",
    "colors = sns.color_palette(\"tab10\")\n",
    "labels = [\"Non Pop.\", \"Pop.\"]\n",
    "\n",
    "####################\n",
    "fig, axs = plt.subplots(figsize=(8,3), ncols=1, nrows=1)\n",
    "\n",
    "ax = axs\n",
    "\n",
    "sent = 'aggregated_sentiment'\n",
    "\n",
    "\n",
    "i = 0\n",
    "\n",
    "manif_label = 1\n",
    "years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i]+' Manif.')\n",
    "ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "manif_label = 0\n",
    "years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], linestyle=\"dashed\", label=labels[i]+' Speeches.')\n",
    "ax.plot(years.astype(int), means,'o')  \n",
    "\n",
    "i = 1\n",
    "manif_label = 1\n",
    "years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i]+' Manif.')\n",
    "ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "manif_label = 0\n",
    "years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], linestyle=\"dashed\", label=labels[i]+' Speeches.')\n",
    "ax.plot(years.astype(int), means,'o')    \n",
    "\n",
    "ax.set_xticks(range(2000,2020,4))\n",
    "ax.set_xticklabels(years_labels)\n",
    "\n",
    "ax.set_ylabel(\"score\")\n",
    "ax.set_xlabel(\"year\")\n",
    "\n",
    "ax.legend(loc=\"upper left\")\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.savefig(\"./figures/figures_1b.jpg\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_aggr = df.groupby([\"populist_party_real\",\"year_bin\"]).agg({sent:[mean_cut_null,err_cut_null] for sent in sentiments})\n",
    "\n",
    "\n",
    "sns.set_context(\"notebook\",font_scale=1.5)\n",
    "colors = sns.color_palette(\"tab10\")\n",
    "labels = [\"Non Pop.\", \"Pop.\"]\n",
    "\n",
    "####################\n",
    "fig, axs = plt.subplots(figsize=(18,10), ncols=2, nrows=3, gridspec_kw={'hspace': 0.6, 'wspace': 0.2})\n",
    "\n",
    "\n",
    "for j in range(len(sentiments)):\n",
    "    ax = axs.flatten()[j]\n",
    "    sent = sentiments[j]\n",
    "\n",
    "\n",
    "    ax.set_title(sent)\n",
    "\n",
    "    i = 0\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][i].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][i].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][i].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i])\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "\n",
    "    i = 1\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][i].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][i].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][i].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i])\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "\n",
    "    ax.set_xticks(range(2000,2020,4))\n",
    "    ax.set_xticklabels(years_labels)\n",
    "\n",
    "    ax.set_ylabel(\"score\")\n",
    "    ax.set_xlabel(\"year\")\n",
    "    if j==0: ax.legend()\n",
    "\n",
    "####################\n",
    "\n",
    "\n",
    "ax = axs.flatten()[-1]\n",
    "ax.set_visible(False)\n",
    "\n",
    "ax = axs.flatten()[-2]\n",
    "pos = ax.get_position()\n",
    "pos.x0 += 0.2\n",
    "pos.x1 += 0.2\n",
    "ax.set_position(pos)\n",
    "\n",
    "####################\n",
    "\n",
    "plt.savefig(\"./figures/figures_2.jpg\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_aggr = df[df.populist_party_real==1].groupby([\"orientation\",\"year_bin\"]).agg({sent:[mean_cut_null,err_cut_null] for sent in sentiments})\n",
    "\n",
    "\n",
    "sns.set_context(\"notebook\",font_scale=1.5)\n",
    "colors = np.array(sns.color_palette(\"tab10\"))[[3,1,0]] \n",
    "orientations = [\"Left wing\", \"Other\",\"Right wing\"]\n",
    "####################\n",
    "fig, axs = plt.subplots(figsize=(18,10), ncols=2, nrows=3, gridspec_kw={'hspace': 0.6, 'wspace': 0.2})\n",
    "\n",
    "\n",
    "for j in range(len(sentiments)):\n",
    "    ax = axs.flatten()[j]\n",
    "    sent = sentiments[j]\n",
    "\n",
    "\n",
    "    ax.set_title(sent)\n",
    "\n",
    "    i = 0\n",
    "    orient = orientations[i]\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][orient].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][orient].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][orient].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=orientations[i])\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "    i = 1\n",
    "    orient = orientations[i]\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][orient].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][orient].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][orient].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=orientations[i])\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "    i = 2\n",
    "    orient = orientations[i]\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][orient].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][orient].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][orient].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=orientations[i])\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "    ax.set_xticks(range(2008,2020,4))\n",
    "    ax.set_xticklabels(years_labels[2:])\n",
    "\n",
    "    ax.set_ylabel(\"score\")\n",
    "    ax.set_xlabel(\"year\")\n",
    "    if j==0: ax.legend()\n",
    "####################\n",
    "\n",
    "\n",
    "ax = axs.flatten()[-1]\n",
    "ax.set_visible(False)\n",
    "\n",
    "ax = axs.flatten()[-2]\n",
    "pos = ax.get_position()\n",
    "pos.x0 += 0.2\n",
    "pos.x1 += 0.2\n",
    "ax.set_position(pos)\n",
    "\n",
    "####################\n",
    "\n",
    "plt.savefig(\"./figures/figure_3.jpg\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure A SI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_aggr = df.groupby([\"populist_party_real\",\"manifesto\",\"year_bin\"]).agg({sent:[mean_cut_null,err_cut_null] for sent in sentiments})\n",
    "\n",
    "sns.set_context(\"notebook\",font_scale=1.5)\n",
    "colors = sns.color_palette(\"tab10\")\n",
    "labels = [\"Non Pop.\", \"Pop.\"]\n",
    "\n",
    "####################\n",
    "fig, axs = plt.subplots(figsize=(18,14), ncols=2, nrows=3, gridspec_kw={'hspace': 0.6, 'wspace': 0.2})\n",
    "\n",
    "\n",
    "for j in range(len(sentiments)):\n",
    "    ax = axs.flatten()[j]\n",
    "    sent = sentiments[j]\n",
    "\n",
    "\n",
    "    ax.set_title(sent)\n",
    "\n",
    "    \n",
    "    i = 0\n",
    "    \n",
    "    manif_label = 1\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i]+' Manif.')\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "    \n",
    "    manif_label = 0\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], linestyle=\"dashed\", label=labels[i]+' Speeches.')\n",
    "    ax.plot(years.astype(int), means,'o')    \n",
    "    \n",
    "    i = 1\n",
    "    manif_label = 1\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], label=labels[i]+' Manif.')\n",
    "    ax.plot(years.astype(int), means,'-o', color = colors[i])\n",
    "\n",
    "    manif_label = 0\n",
    "    years = df_aggr[sent][\"mean_cut_null\"][i][manif_label].keys()\n",
    "    means = df_aggr[sent][\"mean_cut_null\"][i][manif_label].values\n",
    "    errs = df_aggr[sent][\"err_cut_null\"][i][manif_label].values\n",
    "    ax.errorbar(years.astype(int), means, errs,alpha=0.5, color = colors[i], linestyle=\"dashed\", label=labels[i]+' Speeches.')\n",
    "    ax.plot(years.astype(int), means,'o')    \n",
    "\n",
    "    ax.set_xticks(range(2000,2020,4))\n",
    "    ax.set_xticklabels(years_labels)\n",
    "\n",
    "    ax.set_ylabel(\"score\")\n",
    "    ax.set_xlabel(\"year\")\n",
    "    \n",
    "    if j==0: ax.legend(loc=\"upper left\")\n",
    "    \n",
    "\n",
    "####################\n",
    "\n",
    "\n",
    "ax = axs.flatten()[-1]\n",
    "ax.set_visible(False)\n",
    "\n",
    "ax = axs.flatten()[-2]\n",
    "pos = ax.get_position()\n",
    "pos.x0 += 0.2\n",
    "pos.x1 += 0.2\n",
    "ax.set_position(pos)\n",
    "\n",
    "####################\n",
    "\n",
    "plt.savefig(\"./figures/figure_A_SI.jpg\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure B SI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def std_err(x):\n",
    "    return np.sqrt(np.var(x)/len(x))\n",
    "\n",
    "party_rates = df.groupby(\"party\")[sentiments].aggregate([np.mean,std_err])\n",
    "pop_rates = df.groupby(\"populist_party_real\")[sentiments].aggregate([np.mean,std_err])\n",
    "pop_sxdx_rates = df.groupby([\"populist_party_real\",\"orientation\"])[sentiments].aggregate([np.mean,std_err])\n",
    "sxdx_rates = df.groupby(\"orientation\")[sentiments].aggregate([np.mean,std_err])\n",
    "manifesto_rates = df.groupby(\"manifesto\")[sentiments].aggregate([np.mean,std_err])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zFBsba0RNAAAAuIvYvCySi4uLYmNj9fHHH+uTTz5R+/btNXDgQHXv3l1OTk5G1AiUW0mpmUrOuFnaZRRaRla2JOnC9dRSrqTw3J0c5OHiWNplAAAKYHPg/O9//6sNGzZo9erV2rdvnyIjI/Xzzz/Lw8NDvXv3Vv/+/dWsWTMjagXKneSMm4qOTSztMgrtRvqtcFyeavar5UngBIAyzuZH6q6urho0aJAiIiL07bffasyYMfLy8lJiYqIiIiI0aNAg9e3bV2FhYbp27ZoBJQMAAKA8KdYsdV9fX02cOFHbtm1TaGiounfvLgcHB8XExOjdd99V586d9fLLL2v79u0ym80lVTMAAADKkRJ5taWdnZ26dOmiLl266OrVq1q/fr0+//xzHT9+XJs2bdKmTZvk7e2tgQMHasiQIfLy8iqJywIAAKAcKPF1OGNjY3X69GldvHhRJpNJZrNZZrNZ8fHx+vjjjxUQEKB58+aV9GUBAABQRpVID2dCQoLWrVunL7/8UidOnJAkmc1mNWnSRAMHDtTjjz+uyMhIrVy5Unv37tXHH38sZ2dnjRkz5o7nXr9+vSIiInTs2DFlZ2erbt26GjBggIKCgmRnV7i8nJ2drf379+vHH3/Url27dPLkSaWkpKhixYry8/PTkCFDFBAQUKyfAQAAAKwrcuDMzs7Wtm3b9OWXX+rHH39UVlaWzGaz3N3d1atXLw0ePFh+fn6W9n379lXfvn31+eef66233tKqVavuGDhDQkK0YsUKOTs7q2PHjnJwcFBkZKSmTZumyMhIzZ07t1Ch89y5cwoKCpIkVapUSS1atJCnp6fOnTun7du3a/v27erfv7/effddmUymov5IAAAAYIXNgfPEiRP68ssvtX79el25csUyGah169YaPHiwnnjiCVWoUCHf4wcNGqSZM2cqLi6uwOts2rRJK1askJeXl8LDw+Xr6ytJunz5skaMGKHNmzcrLCxMI0eOvGPNJpNJHTp00OjRo9WpUyfZ29tb9kVFRen555/X6tWr1bZtWw0YMKAQPwUAAAAUls2Bs3fv3paxmffdd5+eeuopDRw4UPXr1y/0Odzc3JSYWPA6f6GhoZKkSZMmWcKmJFWtWlXBwcEaPny4Fi5cqOHDh9+xl/P+++/X0qVLre7z9/fXmDFj9OGHH2rdunUETtzTJvdoXNolAADuQkV6pP7QQw9p4MCBCggIkKOj7QsuR0RE6ObN/N++Eh8fr+joaDk6OiowMDDPfn9/f3l7e+v333/X/v379eCDD9pcw+2aNm1quS4AAABKls2Bc8uWLapVq1axLurt7V3g/iNHjkiSGjZsmO/j+ebNm+v333/X0aNHix04z5w5I0mqVq1asc4DAACAvGwOnMUNm4Vx/vx5SVLNmjXzbVOjRo1cbYsqNTVVYWFhkqTHH38833aJiYl5hgHQIwoAAHBnNgfO+Ph4ffHFF/L29tagQYMKbLty5UpdvnxZgwcPtqn3MCUlRZLk4uKSbxs3NzdJ0o0bNwp9XmtCQkJ0/vx5NWjQQEOGDMm33dKlS1k/FAAAoAhsDpxr1qzRxx9/rMmTJ9+x7eXLl/Xxxx/LyclJY8eOLVKBRvr444+1Zs0aeXh4aM6cOXJycsq37ciRI9WvX79c2+Lj4zV06FCjywQAACjXbH7T0LZt2yQV/Pg5x1NPPSWz2awffvjBpmu4urpKuvW4Oz85PZs5PZ22Wrx4sebOnStXV1ctXLhQDRs2LLC9p6enfHx8cv2vevXqRbo2AADAvcTmwBkbGysXF5dCjeX08fGRi4uLYmNjbbpGzrkLWqszZ/xkUcaUhoWF6b333lOFChUUGhqq1q1b23wOAAAAFI7NgfP69etycCj8k3hHR0ddu3bNpmvkLFN0/PhxpaWlWW1z6NAhSVKTJk1sOvfy5cs1ffp0OTs7a/78+fL397fpeAAAANjG5sBZuXJlJSUlKSEh4Y5tExISlJiYqIoVK9p0jRo1asjPz0+ZmZn69ttv8+yPiopSfHy8vLy8bOqdjIiI0LRp0+Tk5KSPP/5YDz30kE11AQAAwHY2B86WLVtKuhXe7mTFihWSpBYtWth6Gcsko5kzZ+rs2bOW7VeuXFFISIgkacyYMbneMhQeHq7AwECrE5pWrVqlkJAQOTk5ad68eXrkkUdsrgkAAAC2s3mW+qBBg/Tdd99p/vz5qlatWr5LI61atUrz58+XyWS64/JJ1gQGBiooKEgRERHq06ePHnroITk4OCgyMlLJyckKCAjQsGHDch1z9epVnT59Wl5eXrm2Hz16VFOnTpXZbJaPj482btyojRs35rnmfffdp9dee83mWgEAAJA/mwPnI488oj59+mj9+vWaOnWqlixZos6dO1sWaY+Li9P27dt16tQpmc1m9ezZU4899liRigsODlabNm20fPlyRUVFKTs7W/Xq1dOAAQMUFBR0x3eo50hMTJTZbJYknTp1SqdOnbLarlatWgROAACAElakd6m/++67cnd318qVK3Xy5Mk8Ac5sNstkMunpp5/WlClTilVgnz591KdPn0K1HT9+vMaPH59ne/v27XXs2LFi1QEAAICiKVLgdHR01Ntvv62hQ4dq7dq12r9/v65cuSJJqlKlilq1aqUnn3xSDRo0KNFiAQAAUP4UKXDmaNCggSZOnFhStQAAAOAuZPMsdQAAAMAWBE4AAAAYqsiP1E+ePKlNmzbp+PHjSkxMVGZmZr5tTSaTli5dWtRLAQAAoBwrUuCcMWOGwsLCZDabLcsNFcRkMhXlMgAAALgL2Bw4ly9fbumtfOCBB9StWzd5e3vL2dm5xIsDAABA+Wdz4Fy1apVMJpOGDRumN954w4iaAAAAcBexedLQmTNnJEkTJkwo6VoAAABwF7K5h9PFxUXOzs5yd3c3oh4AAADcZWzu4WzZsqWSk5OVkJBgRD24CwwJjdSQ0MjSLgMAAJQRNgfOsWPHymQyaf78+UbUAwAAgLuMzYGzTZs2mj59uv7v//5PU6dO1fnz542oCwAAAHcJm8dwduvWTZJkb2+vzz//XJ9//rkqVqwoNze3fI8xmUz6/vvvi14lAAAAyi2bA2dsbGyebdeuXdO1a9fyPYaF3wEAAO5dNgfOZcuWGVEHAAAA7lI2B05/f38j6gAAAMBdyuZJQwAAAIAtbO7hvN3NmzcVHR2tCxcuKC0tTU899VQJlYU/SkrNVHLGzdIuo1AysrIlSReup5ZyJYXn7uQgDxfH0i4DAIC7UpED54IFC7Ro0SIlJiZatt0eOBMTE/X0008rMzNT4eHh8vb2Llah97rkjJuKjk28c8My4Eb6rWBcXuqVJL9angROAAAMUqRH6hMnTtQHH3ygxMRE+fj4yN7ePk8bT09PtWvXTufPn9c333xT7EIBAABQPtkcODds2KANGzaoatWqWrlypTZv3qxKlSpZbdunTx+ZzWbt3LmzuHUCAACgnLI5cH7xxRcymUyaMmWKWrZsWWDb5s2by87OTsePHy9ygQAAACjfbA6cR44ckclksrxxqCDOzs7y8PBQQkJCkYoDAABA+Wdz4ExJSZGbm5ucnJwK1T4jI8PqGE8AAADcG2wOnJUrV1ZycrKSk5Pv2PbMmTNKTU1lhjoAAMA9zObA+eCDD0qSvv322zu2XbRokUwmk9q3b297ZQAAALgr2Bw4hw0bJrPZrDlz5igmJsZqm4yMDH3wwQf6/PPPZTKZNGzYsGIXivJjco/GmtyjcWmXAQAAygibF35v06aNRo8erUWLFmnw4MHq2LGjbty4IUmaMWOGLly4oF27dlkWhH/ppZfUsGHDkq0aAAAA5UaR3jT06quvqlq1avrwww+1detWy/Zly5bJbDZLklxcXDRx4kR6NwEAAO5xRX615ciRI9W/f39t2rRJ+/bt06VLl5Sdna2qVauqVatWCgwMzHdBeAAAANw7ihw4JcnDw0MDBw7UwIEDS6oeAAAA3GWK9C51AAAAoLAInAAAADCUzY/UR4wYYfNFTCaTli5davNxAAAAKP9sDpxRUVGFamcymSRJZrPZ8v8BAABw77E5cM6YMaPA/UlJSTp06JC+++47VahQQePHj5ebm1uRCwQAAED5ZnPg7NevX6HajRs3TqNGjdLq1asVERFhc2EAAAC4Oxg2aahOnToKCQnRkSNHFBoaatRlAAAAUMYZOku9U6dOcnZ21oYNG4y8DAAAAMoww5dFsrOzU3x8vNGXAQAAQBllaODcu3evUlNT5e7ubuRlAAAAUIYZEjhv3rypzZs369VXX5XJZFLHjh2NuAwAAADKAZtnqXfr1q3A/enp6UpISJDZbJbZbNZ9992nCRMmFLlAAAAAlG82B87Y2NhCtXNyclK3bt3097//XbVr17a5MAAAANwdbA6cy5YtK3C/vb29PD095evrK0dHxyIXBgAAgLuDzYHT39/fiDoAAABwlzJ8WSQAAADc2wicAAAAMJTNj9Rff/31ErmwyWTSu+++WyLnAgAAQNllc+Bcs2aNpFuBMYfZbM7VpqB9t7chcAIAANz9bA6c48aNU2ZmplasWKGkpCTVrFlT7dq1k7e3tyTp4sWL2r17t2JjY+Xp6amgoCBmqwMAANzDbA6cY8eO1YgRI3Tz5k29//776tu3r9V2X3/9td566y3t3r1bS5YskZOTU7GLBQAAQPlj86ShBQsW6MCBAwoODs43bEpS7969FRwcrL179+rTTz8tVpEAAABlwZDQSA0JjSztMsodmwPnhg0b5OjoqN69e9+xba9eveTk5KSvv/66SMUBAACg/LM5cMbFxcnZ2Vn29vZ3bOvg4CBnZ2fFxcUVqTgAAACUfzYHTjc3NyUnJysmJuaObY8dO6akpCS5ubkVqTgAAACUfzYHzg4dOshsNmvKlCm6fv16vu0SExP1xhtvyGQyqUOHDsUqEgAAAOWXzbPUx48fr61btyo6OlqBgYEaPHiw2rVrp2rVqkn637JIn3/+uRISEuTi4qLx48eXeOEAAAAoH2wOnHXr1tWCBQs0YcIEJSQkaMGCBVqwYEGedmazWVWqVNGcOXPk6+tbErUCAACgHLI5cEpSu3bt9O233yosLEzfffedTpw4oaysLEmSvb29GjRooMDAQA0dOlSenp4lWjAAAADKlyIFTkny9PTUiy++qBdffFGZmZmW8ZwVK1bkzUIAAACwKHLgvJ2jo6OqVq1aEqcCAADAXabYgfPy5cu6cOGC0tLS1K5du5KoCQAAAHeRIgfOb775RvPnz9eJEyckSSaTSUeOHLHsT0xM1IQJE2Q2m/Xhhx+qYsWKxa8WAAAA5U6RAuesWbP06aefymw2y8nJSTdv3pTZbM7VxtPTU1WqVNGGDRv0zTffKCgoqEQKBgAAd5ek1EwlZ9ws7TIKJSMrW5J04XpqKVdSeO5ODvJwKd35NTYHzh07dmjhwoVyd3fXtGnT1KNHD3Xp0kVXrlzJ07Zfv376+uuvtWPHDgInAACwKjnjpqJjE0u7jEK5kX4rGJeXeiXJr5Zn+Quc4eHhMplMmjRpknr27Flg21atWslkMunXX38tcoHr169XRESEjh07puzsbNWtW1cDBgxQUFCQ7OwK/6KkCxcuaOvWrTp8+LAOHTqkkydPKisrS5MnT9bo0aOLXB8AAAAKZnPgPHjwoCSpb9++d2zr5uYmd3d3Xb582fbKJIWEhGjFihVydnZWx44d5eDgoMjISE2bNk2RkZGaO3duoUPnpk2bNGPGjCLVAQAAgKKzOXAmJibK3d1drq6uhWr/x7GdhbVp0yatWLFCXl5eCg8Pt7yt6PLlyxoxYoQ2b96ssLAwjRw5slDn8/Hx0YgRI+Tn56fmzZsrNDRUa9euLVJtAAAAKLzCP5P+/ypVqqTk5GSlpaXdse3vv/+u5OTkIq3RGRoaKkmaNGlSrldjVq1aVcHBwZKkhQsXKjs7u1DnCwgI0BtvvKGnnnpK9evXt+lxPAAAAIrO5tTVvHlzSdL27dvv2Hb58uWSpLZt29p0jfj4eEVHR8vR0VGBgYF59vv7+8vb21uXLl3S/v37bTo3AAAA/lw2B85BgwbJbDZr9uzZ+v333/Ntt2rVKn366acymUx6+umnbbpGznqeDRs2VIUKFay2yQm+R48etencAAAA+HPZPIaza9eu6t27t77++msNGDBAgYGBSk29tRbVsmXLdOHCBf300086efKkzGaznnnmGbVu3dqma5w/f16SVLNmzXzb1KhRI1dbAAAAlE1FWvj9vffeU+XKlRUWFqbw8HBJt940lDML3Gw2y2Qy6S9/+YteffVVm8+fkpIiSXJxccm3jZubmyTpxo0bNp+/KBITE5WYmHvNrfj4+D/l2gAAAOVZkQKng4ODpkyZoqFDh2rNmjXav3+/Ll26pOzsbFWtWlWtWrWyTM65WyxdulTz5s0r7TIAAADKHZsDZ84i7rVr11adOnX08ssvl3RNliWXch7VW5PTs5nT02m0kSNHql+/frm2xcfHa+jQoX/K9QEAAMormwPnU089JTs7O+3YscOwsFerVi1JUlxcXL5tch5n57Q1mqenpzw9Pf+UawEA7n5DQiMlSf/3fMdSrgQwns2B08PDQ3Z2dqpcubIR9UiSmjZtKkk6fvy40tLSrM5UP3TokCSpSZMmhtUBAABwu8k9Gpd2CeWSzcsi+fr66saNG0pPTzeiHkm3ZqD7+fkpMzNT3377bZ79UVFRio+Pl5eXl80z4AEAAPDnsjlwPvnkk7p586a++uorA8r5n7Fjx0qSZs6cqbNnz1q2X7lyRSEhIZKkMWPG5HpjUHh4uAIDAzV58mRDawMAAEDh2fxIfejQoYqMjNS7774rOzs7DRgwwJDXRAYGBiooKEgRERHq06ePHnroITk4OCgyMlLJyckKCAjQsGHDch1z9epVnT59Wl5eXnnOd/HiRY0bN87y599++03SrZC6adMmy/Z58+apWrVqJf55AAAA7lU2B84pU6bI09NT9vb2mjp1qmbPnq1mzZqpcuXK+QZPk8mkd9991+bigoOD1aZNGy1fvlxRUVHKzs5WvXr1NGDAAAUFBdkUdDMyMnTgwIE82+Pi4nJNTsrIyLC5TgAAAOTP5sC5Zs0amUwmmc1mSbd6FX/66acCjylq4JSkPn36qE+fPoVqO378eI0fP97qPh8fHx07dqxINQAAAKDobA6ctz+WBgAAAO6kwMDZrVs3ValSRatWrbJsa9++vRwdHdWqVSujawMAwCZJqZlKzrhZ2mUUSkZWtiTpwvX8X3JS1rg7OcjDxbG0y0A5VGDgjI2NzbP80fDhw+Xl5XXHx+gAAPzZkjNuKjo2sbTLKJQb6beCcXmpV5L8ankSOFEkBc66cXBwsLreZs74TQAAAOBOCgycNWrUUHJysg4ePPhn1QMAAIC7TIGP1Lt27aqlS5dq6NChatSokVxdXSVJ169f14gRIwp9EZPJpKVLlxavUgAAAJRLBQbOl156STExMYqMjNThw4ct2zMzMxUVFVXoi5hMpqJXCAAAgHKtwMDp5uamxYsX68SJEzp+/LjS0tL0+uuvy8PDQ1OmTPmzagQAAEA5Vqh1OBs0aKAGDRpIkl5//XU5OzurX79+hhYGAACAu0ORFn7PGcsJAACKZnKPxqVdAvCn4U1DAAAAMFSByyIBAAAAxUXgBAAAgKEInAAAADAUgRMAAACGInACAADAUAROAAAAGIrACQAAAEMROAEAAGAoAicAAAAMReAEAACAoQicAAAAMBSBEwAAAIYicAIAAMBQBE4AAAAYisAJAAAAQxE4AQAAYCgCJwAAAAxF4AQAAIChCJwAAAAwFIETAAAAhiJwAgAAwFAETgAAABiKwAkAAABDETgBAABgKAInAAAADEXgBAAAgKEInAAAADAUgRMAAACGInACAADAUAROAAAAGIrACQAAAEMROAEAAGAoAicAAAAMReAEAACAoQicAAAAMBSBEwAAAIYicAIAAMBQBE4AAAAYisAJAAAAQxE4AQAAYCgCJwAAAAxF4AQAAIChCJwAAAAwFIETAAAAhiJwAgAAwFAETgAAABiKwAkAAABDETgBAABgKAInAAAADEXgBAAAgKEInAAAADAUgRMAAACGInACAADAUAROAAAAGIrACQAAAEMROAEAAGAoAicAAAAM5VDaBdzJ+vXrFRERoWPHjik7O1t169bVgAEDFBQUJDs72/Py9u3btWTJEh0+fFjp6emqXbu2evXqpdGjR8vJycmATwAAAHBvK9OBMyQkRCtWrJCzs7M6duwoBwcHRUZGatq0aYqMjNTcuXNtCp0LFy7UzJkzZW9vL39/f3l6emr37t2aM2eOtm3bpiVLlsjFxcXATwQAAHDvKbOBc9OmTVqxYoW8vLwUHh4uX19fSdLly5c1YsQIbd68WWFhYRo5cmShznfo0CHNmjVLLi4uWrp0qVq2bClJunHjhp5//nnt3r1bH3zwgaZMmWLURwIAALgnldkxnKGhoZKkSZMmWcKmJFWtWlXBwcGSbvVYZmdnF+p8CxculNls1nPPPWcJm5Lk5uamGTNmyM7OTitWrFBiYmKJfQYAAACU0cAZHx+v6OhoOTo6KjAwMM9+f39/eXt769KlS9q/f/8dz5eRkaHt27dLkvr27Ztnf+3atdWqVStlZmbqxx9/LHb9AAAA+J8yGTiPHDkiSWrYsKEqVKhgtU3z5s0lSUePHr3j+U6fPq3U1FRVqlRJ999/f4Hny7k2AAAASkaZHMN5/vx5SVLNmjXzbVOjRo1cbQtzvpxjrMm5VmxsrNX9iYmJeR6357SNj4+/Yw3FdTEpTVcuJht+nXvVBVOSspKsf7kpDu6b8bh35RP3rXzivpVPRt232+VkoaysLKv7y2TgTElJkaQCZ4y7ublJujXppyTO5+rqWuD5li5dqnnz5lndN3To0DvWAAAAcLe7dOmS6tSpk2d7mQycZdHIkSPVr1+/XNsyMjJ07tw5+fr6yt7evpQqK3vi4+M1dOhQLV++XNWrVy/tcmAD7l35xH0rn7hv5RP3zbqsrCxdunRJzZo1s7q/TAbOnN7G1NTUfNvk9ETm9HQW93w5vaD5nc/T01Oenp55tterV++O179XVa9eXT4+PqVdBoqAe1c+cd/KJ+5b+cR9y8taz2aOMjlpqFatWpKkuLi4fNvkjBXIaVuY8124cCHfNjn7CnM+AAAAFF6ZDJxNmzaVJB0/flxpaWlW2xw6dEiS1KRJkzuer169eqpQoYKuXbum3377zWqbgwcPFvp8AAAAKLwyGThr1KghPz8/ZWZm6ttvv82zPyoqSvHx8fLy8lLr1q3veD4nJyd17txZkrRu3bo8+8+dO6f9+/fL0dFRjz76aLHrBwAAwP+UycApSWPHjpUkzZw5U2fPnrVsv3LlikJCQiRJY8aMyfUu9fDwcAUGBmry5Ml5zjdmzBiZTCZ9+umnlt5M6dZY0ClTpig7O1vPPPOM1XGasI2np6fGjRvHz7Ic4t6VT9y38on7Vj5x34rGZDabzaVdRH6Cg4MVEREhZ2dnPfTQQ3JwcFBkZKSSk5MVEBCguXPn5pod/tFHH2nevHny9/dXWFhYnvMtXLhQM2fOlL29vTp06CAPDw/t3r1bV65cUcuWLbV06dICl04CAACA7crkLPUcwcHBatOmjZYvX66oqChlZ2erXr16GjBggIKCgnL1bhbGmDFj1KhRIy1evFiHDh1Senq6ateureHDh2v06NFycnIy6JMAAADcu8p0DycAAADKvzLdw3kv6Nq1q2JjY7Vs2TK1b9++tMsxXKNGjSRJdnZ2+uqrryx//qPWrVsrJSVFW7ZsKRPrnOUM1xg3bpzGjx9f2uVI+t9/O9Kt3vtJkybl23bSpElav369JOUZcjJ8+HBFRUXle+zDDz+sRYsWWd23Y8cOrVq1Svv371dCQoKcnJxUuXJl1alTR61bt1aPHj3UsGHDony8e8bt9zGHk5OTvLy81LZtW/3lL38p1uoZ58+fV7du3fJsd3V1lY+Pjx5++GGNGjVKXl5eRb4GbrH1Xv7jH//QmjVrcrWvUKGC3N3dVbNmTfn5+albt27q1KmTzU/0cMvt//0fO3aswLY5/x7d/u/OH++pyWSSi4uLPD09VbduXTVv3ly9evVS48aN71hLdna2vvnmG3333Xc6fPiwrly5IrPZrKpVq6pp06YKCAhQz54979qnrQROlIrs7GzNnj1boaGhpV3KXWHt2rV65ZVXrL7xKjk5WZs3b77jOR5++GGroeOBBx6w2v6dd97RsmXLJEkNGzZUs2bNVKFCBcXFxWnPnj3asWOHbty4oddee83GT3Nvuv3nf+3aNR0+fFhr167Vhg0b9P7776tXr17Fvsbtb0u7cOGCDh48qM8++0xfffWVwsPDVb9+/WJfA7bfy8aNG1uCaGZmpq5fv66YmBgdPHhQERERatCggd577z01b978T/8suOX2e5qamqqEhAQdPnxYkZGRWrBggR577DH985//zPeL25kzZzR+/HjFxMTIZDKpSZMmatasmUwmk2JjY/XDDz9o8+bN+vDDD/XNN9/clfNJCJwoFS4uLtq2bZv27Nmjtm3blnY55VqzZs10+PBh/fe//7Us/3W7DRs2KC0tTc2bN7esX2vN2LFjC93L/sMPP2jZsmVyc3PTJ598og4dOuTan5qaqq1bt+rmzZu2fZh72B9//mlpaXrzzTe1fv16TZ06VZ06dVKlSpWKdY333nsv15/j4+M1ZswYxcTE6M0331RERESxzo9bbL2XAQEBVp+cHD58WLNmzdLOnTs1fPhwLVu2TC1atPgzPgL+wNrfj9nZ2frhhx/03nvvaevWrRo2bJhWrlyp++67L1e78+fP6+mnn9bVq1f12GOP6Y033lDt2rVztUlISNCSJUv02WefKTMz864MnPTRo1QMHz5ckjRr1qxSrqT869+/vyTleTSXY82aNbK3t9eTTz5ZYtf85ptvJEnDhg3LEzalW18oevbsqb59+5bYNe81FSpUUHBwsFxdXZWcnKwdO3aU+DWqV6+uKVOmSJL27t2rixcvlvg1UPR72axZMy1atEg9evRQamqqJk6cyJe4MsTOzk4BAQH68ssvVadOHZ05c0b/+te/8rR79dVXdfXqVQUEBOiTTz7JEzYlqXLlyvr73/+uFStW3LWP1Amc5dDVq1f1wQcfqE+fPmrdurVatWqlfv36acmSJcrMzLR6zI0bNzRr1ix169ZNzZo1U5cuXTRt2jRdu3ZN//jHP9SoUSOtXr061zEJCQlaunSpRo8era5du6p58+Zq06aNBg8erOXLlysrK6vIn2Ho0KGqUaOG9u7dqy1btth0bEpKiubPn6++ffuqVatWatWqlZ588kn95z//UWpqap72u3btUqNGjTR8+HClpqbqgw8+UGBgoFq0aJErhGVmZmrRokXq2bOnmjdvrk6dOunVV1/NMyarrGnRooXq16+vLVu2KDExMde+U6dOad++ffk+Li+qhIQESbf+koRx3N3d5evrK+nWq35jY2MVGhqq4cOHq0uXLmrWrJn8/f01fPhwyxhdW93+mLag1wmjeP54LwvLzs5OwcHBcnZ21m+//abvv//eoApRVBUrVrR8cVu3bp0uXbpk2bdr1y7t3btXjo6OCg4OvuNY3BYtWqhChQqG1ltaCJzlzLFjx9S3b1/95z//UWJiovz9/dWuXTvFxcVpxowZGjNmjDIyMnIdk5ycrOHDh2vBggW6du2aOnfurBYtWmjDhg0aPHhwnpCS46efftK7776rEydOyMfHR927d1fTpk119OhRTZs2TePHj1dRFzlwcnLSuHHjJElz5sxRdnZ2oY5LSEjQkCFDNGfOHMXHx+vhhx/Www8/rLi4OH3wwQd6+umnde3aNavHpqenWx5L3X///eratatlYHh2drbGjx+v999/X+fPn1eHDh3Url07RUZGqn///jp//nyRPuefpX///kpPT9fXX3+da3tOr2dOL2hBNm/erOnTp2vq1KmaN2+e9uzZk2/bGjVqWM6flJRUjMpxJ8nJyZJu/c6sXbtWs2fPVnx8vOrVq6fu3burfv36+uWXXzRp0iRNnz69yOfPuQaMc/u9tEXlypX1yCOPSJJ27txZ4nWh+Lp06aJKlSopKytLu3btsmzP6VAp6S/95RFjOMuRtLQ0vfDCC7p48aImTpyoUaNGycHh1i28du2aXnnlFe3cuVOhoaG5xgN9+OGHio6Olp+fnz799FNLr1RycrL+9re/5dvD2KxZM61atUotW7bMtf3ixYsaO3astmzZoo0bN6pnz55F+jz9+vXTZ599ppiYGK1duzbXhIb8hISEKCYmRm3bttX8+fMtb3q4fv26nn/+ee3bt0/Tpk3T7Nmz8xx74MABNWnSRJs3b1bVqlVz7Vu+fLm2bt0qb29vhYWFqU6dOpJuhdRXX31VX331VZE+45/lySef1OzZs7VmzRo988wzkqSsrCx99dVXqlSpkrp27aoffvihwHP88WUJH330kR588EHNnj3bEjBzDBkyRGvWrNGvv/6qxx57TI899phat24tPz8/NWnShOBSQo4ePWr5stO4cWO5urqqe/fueWb+nzlzRs8++6zCwsLUp0+fPL+zBcmZUObs7Kx69eqVXPHI5Y/30lbNmjXT999/r+PHj5d0aSgBJpNJTZs21c6dO3Pdo+joaEliwpfo4SxXVq9erfPnz+uJJ57Q2LFjLWFTkipVqqT33ntPjo6OWr58uaXnMTU1VV988YUkacqUKbkegbq7u+vtt9+WyWSyer369etb/YerWrVqevXVVyXJ6rvuC8ve3l6vvPKKpFvh5o89s38UGxurTZs2yc7OTv/85z9zvVasYsWKmj59uuzs7LRx40ZduHDB6jmmTp2aJ2xK0tKlSyVJL7/8siVsSrf+EX777bfL/CMOLy8vPfLIIzp48KBOnjwp6daSRRcvXlTv3r0LDIBt2rTRO++8o02bNunAgQPaunWrZs+eLR8fH+3du1fPPvusUlJSch3TokULzZ07V9WqVVNSUpLWrVunkJAQDR48WG3bttX48eNzvUIWtrl+/bq2bNmicePGKTs7W02aNJG/v79atGhhdZkpX19fvfDCC5IK/zv5+++/a9myZZYvZ4MHDy7z/52XR/ndS1vlTETJ7wkOSp+1e5Qz/KhKlSqlUVKZQg9nObJ9+3ZJUmBgoNX93t7eqlOnjk6cOKEzZ86obt26io6OVkpKimrUqGF1NniDBg3UuHFjHT161Oo5b968qZ9//ln79+/XpUuXlJGRIbPZrBs3bki61bNSHN27d1fLli114MABrVixQs8++2y+bffs2SOz2axWrVpZ7Ylp0KCBWrZsqX379mn37t15JqxUrVpVDz74YJ7j4uPjde7cOdnZ2al379559lepUkWdOnWyeazpn61fv37atm2bVq9erVdffdXyOP1OPccvv/xyrj/XrFlTNWvWVOfOndWvXz+dOXNGERERGj16dK52AQEB6ty5s7Zv367IyEgdOnRIv/76q9LT0/Xdd99py5YtCgkJ0aBBg0r0c96tRowYYXW7n5+fPvroI8vYr/T0dP300086dOiQrl69avmiljNurKDfyfzWve3du7cmT55cjOpxu8LeS1vkDDtiPc6yi3tUMAJnOXLu3DlJ0oQJE+7YNiEhQXXr1tXvv/8u6VaIyE/NmjWtBs7Tp0/rxRdftPSYWXP7+K+imjhxokaMGKHQ0FANHDhQ7u7uVtvlfJaCFoL38fHRvn37LG1vl9/PID4+XtKtntv8egJr1apV4GcoC7p27apKlSpp7dq1Gj16tLZs2aIHHnhAzZo1K9L5PDw8NGLECL3zzjv68ccf8wRO6dZYtICAAAUEBEi61aP+008/adasWTpz5oxCQkL0yCOPqHr16sX6bPeC28d4OTk5qVq1amrTpo06dOhgeQqxb98+vfzyy5b/Zq0p6Hcy58uHyWRShQoV5OPjo0ceeSTftVZRNIW5l7a6evWqpFtPc1B4t/+8zWZzvj//2+cjlOQ9qly5sk6dOqUrV64U6Zx3EwJnOZIzK/zRRx/Ns87XH/1xvb6CfoHy+zb20ksv6eTJk+ratauee+451a9fXx4eHrK3t9fp06fz7Wm1Vfv27fXII4/op59+0meffaaXXnqpwPZF/cvgbn9c6OTkpD59+igsLExTpkxRRkaGBgwYUKxz5vQkWwvw1ri4uOjxxx9Xy5YtLUu5bN++XYMHDy5WHfeCO62DmpqaqnHjxuny5csaOHCggoKCVKdOHbm5ucnOzk47duyw+qXgdn9chxPGsGVN28LKGQvIlwPb3L6eZUpKitzc3Ky2y3lqJ916C5etzGazpePm9nvk5+enPXv2FLgG8r2CwFmO1KhRQ6dPn1ZQUJAeffTRQh1TrVo1SQUvw2Ft2Z+TJ08qJiZGVapU0bx58/K8wea3334rfOGFMHHiRO3YsUOLFy/W0KFDrbbx9vaW9L+eXmtyBuXntC2MnLYXL15URkaG1V7Osr40Uo5+/fopLCxMW7dulYODg/r06VOs8+WMRcrvL+n8eHt7q379+jp8+LBlDBOKZ/fu3bp8+bL8/Pz0zjvv5Nl/9uzZUqgKf4aEhATL2p2dOnUq5WrKl4oVK8rV1VUpKSn67bff8n1NbM7vj6ura5F6kbdt26br16/L0dEx15eNrl27aunSpdqxY4cuX75sdQ7BvYKBBuVIzltkbJmo06xZM7m4uCguLk779u3Ls//kyZP69ddf82y/fv26pFuB1drrEtetW1foGgqjSZMm6tWrl2WNTWvatm0rk8mkAwcO6PTp03n2nzx5UgcOHJCdnZ3atWtX6GvXqFFDPj4+lvfc/lFCQkK5WYrEz89PDz74oCpVqqTAwMBiD1TfuHGjJOV5LH+n5bCysrIsi4jzOL1k5PxO/nHFgBx/XBILd4fs7GwFBwcrPT1dvr6+6tq1a2mXVK7Y29tb5i9s2rQp33Y5+9q1a2fzGMzr169rxowZkm6tGHL737sdOnRQ69atlZmZqeDg4DsuAXj48GGlpaXZdP3ygsBZjgwePFg1atTQmjVr9NFHH1ld5PzcuXNau3at5c8uLi6Wx6rTp0+3jDGRbo31mjZtmtVfAF9fX9nZ2en48ePavXt3rn1ffvmlNmzYUFIfy2LChAlydHTUypUrrc5Yr1Wrlh5//HFlZ2dr6tSpudZ/TExM1NSpU5Wdna0nnngi33+U85Pz5qM5c+bk6kHNyMhQSEiI1Z91WRUREaFdu3YV6i1Ou3btUlRUVJ4AmZqaqvfff1/ff/+9HBwcLD+fHFOmTNGHH35odX3SpKQkTZs2TRcvXpSbm5vV123CdjnDG37++edc46qzs7M1b9487d27t7RKg0Gio6M1evRobdq0Sa6urpo1a5bVDgAUbNSoUTKZTFq8eLG2bduWZ/8PP/ygJUuWyGQyadSoUYU+b3Z2trZs2aKBAwfq7NmzqlevntXJd//+979VqVIlbd68WS+88ILVvzevXbumOXPmKCgo6I4rtpRXPFIvI0JCQvKdLCNJ8+bNU7Vq1RQaGqq//vWvmjdvnsLDw/XAAw+oWrVqunHjhk6dOqWzZ8+qZcuWud6g88orr+iXX37R4cOH1b17d7Vv31729vaKioqSh4eHZY1GR0dHyzGVK1fWM888o/DwcI0YMULt2rWTl5eXYmJiFBMTo+eff16hoaEl+jO4//77NWjQIK1YsSLfNsHBwTp9+rSioqIUEBBgWV5k165dun79uho3bqypU6fafO3hw4frv//9r7Zv365evXqpQ4cOcnV11S+//KKMjAw99dRTZX4tzqI4evSoZsyYIS8vLzVu3FgVK1bUlStXdPToUV27dk1OTk5655138izFc/36da1evVqffPKJfH19Vb9+fbm4uOjSpUs6dOiQUlJS5OzsrH/961+8jaiE+Pn56bHHHtPWrVv11FNPqX379vLw8NChQ4d04cIFPffcc/r0009Lu0wUwffff28ZtpOZmamkpCQdO3bMMjnsgQce0HvvvSc/P7/SLLPc6tixoyZNmqSZM2fq+eefV8OGDdWgQQNJ0okTJ3T8+HGZTCZNmjTJ6qt6JWnBggWWlT/S09OVkJCgI0eOWF6cEhAQoGnTpll9HF+7dm1FRERo/Pjx2rp1q3788Uc1adJEPj4+srOzU1xcnA4fPqysrCz5+PjctesYEzjLiIJmgkuyfONp1KiR1q1bpxUrVmjLli06cuSI9u3bp8qVK6tGjRrq1auXevToketYd3d3hYeHa/78+dq4caN+/PFHVa5cWT169NCECRP097//XZLyTER644031KhRI0VEROjQoUNycHCQn5+fFi5cqHr16pV44JSkF154QV999VWedR9zVK5cWStXrtTSpUu1ceNGy1JRderU0ahRozRixIgiDfi2t7fXJ598osWLF2vNmjXauXOnPDw81LFjR73yyit3ZdiUJH9/fz399NM6fPiwjh49quvXr8vBwUG1atVS7969NWzYMNWtWzfPcW+//ba6deumnTt3KiYmRvv27dP169fl4uIiX19fdejQQc8884zVdwaj6ObOnaslS5Zo3bp1ioqKkqurq1q1aqVZs2YpLS2NwFlO/frrr5ahTc7OznJ3d5ePj48ee+wxBQQEqFOnTkWeLIlbnnvuOfn7+ys8PFy//PKL5UUYXl5eevLJJzVs2DC1aNEi3+NzxtCaTCa5uLjI09NTfn5+atGihXr37n3HyVz16tXTunXrtGHDBm3evFmHDh3SiRMnZDab5eXlpYCAAD3++OPq0aNHrs6fu4nJXNR3E+KukJSUpICAAF2/fl07d+6kNwoAAJQ4xnDeIw4fPpxnrObVq1f1+uuv69q1a3r00UcJmwAAwBD0cN4jOnfurKysLDVs2FCVK1fWpUuXdOTIESUnJ6t69epasWJFuVjcHAAAlD8EznvEkiVLtGXLFp0+fVrXrl2Tg4ODfHx89Oijj2rUqFH0bgIAAMMQOAEAAGAoxnACAADAUAROAAAAGIrACQAAAEMROAEAAGAoAicAAAAMReAEAACAof4fpYEAzYdEAjcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"notebook\", font_scale=2)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "parties = [\"Lega Nord\", \"M5S\", \"PaP\", \"PD\", \"UDC\"]\n",
    "\n",
    "\n",
    "for sentiment in sentiments[:]:\n",
    "    fig = plt.figure(figsize=(10,5))\n",
    "    ax = plt.subplot(111)\n",
    "\n",
    "    x = np.arange(len(parties))\n",
    "    x_labels = parties\n",
    "    y = [party_rates[sentiment][\"mean\"][party] for party in parties]\n",
    "    stdy = [party_rates[sentiment][\"std_err\"][party] for party in parties]\n",
    "    ax.bar(x,y, alpha=0.3)\n",
    "    ax.errorbar(x,y,stdy,fmt='none')\n",
    "    ax.set_ylabel(\"frequency\")\n",
    "    ax.set_xticks(x)\n",
    "    ax.set_xticklabels(x_labels)\n",
    "    ax.set_title(sentiment)\n",
    "    ax.set_ylim(0,0.3)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(\"./figures/figure_B_{0}.png\".format(sentiment),dpi=300)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
